Search

Your search keyword '"Karmakar C"' showing total 167 results
Start Over Author "Karmakar C"
167 results on '"Karmakar C"'

2. Individual and Conjoint Factors Associated With Beliefs About the Harmfulness of Nicotine Replacement Therapies Relative to Combustible Cigarettes Among People Who Smoke: Findings From the 2020 ITC Four Country Smoking and Vaping Survey

Author

Yong, H-H, Karmakar, C, Motin, MA, Borland, R, Cummings, KM, Gravely, S, Fong, GT, Yong, H-H, Karmakar, C, Motin, MA, Borland, R, Cummings, KM, Gravely, S, and Fong, GT

Abstract

INTRODUCTION: This study examined individual and conjoint factors associated with beliefs about the harmfulness of nicotine replacement therapies (NRTs) relative to combustible cigarettes (CCs). AIMS AND METHODS: Data analyzed came from 8642 adults (≥18 years) who smoked daily/weekly and participated in the 2020 ITC Four Country Smoking and Vaping Survey in Australia (n = 1213), Canada (n = 2633), England (n = 3057), and United States (n = 1739). Respondents were asked: "Compared to smoking cigarettes, how harmful do you think nicotine replacement products are?" Responses were dichotomized into "much less" versus otherwise for analysis using multivariable logistic regression models, complemented by decision-tree analysis to identify conjoint factors. RESULTS: Percentages believing that NRTs are much less harmful than CCs were 29.7% (95% CI = 26.2% to 33.5%) in Australia, 27.4% (95% CI = 25.1% to 29.8%) in England, 26.4% (95% CI = 24.4% to 28.4%) in Canada, and 21.7% (95% CI = 19.2% to 24.3%) in the United States. Across all countries, believing nicotine is not at all/slightly harmful to health (aOR = 1.53-2.27), endorsing nicotine vaping products (NVPs) as less harmful than CCs (much less harmful: aOR = 7.24-14.27; somewhat less harmful: aOR = 1.97-3.23), and possessing higher knowledge of smoking harms (aOR = 1.23-1.88) were individual factors associated with increased odds of believing NRTs are much less harmful than CCs. With some country variations, these nicotine-related measures also interacted with each other and sociodemographic variables to serve as conjoint factors associated with the likelihood of accurate NRT relative harm belief. CONCLUSIONS: Many people who regularly smoke cigarettes are unaware that NRTs are much less harmful than cigarettes. Additionally, beliefs about NRTs relative harmfulness appear to be influenced by both individual and conjoint factors. IMPLICATIONS: This study demonstrates that despite past efforts to educate people who smoke a

Published
2023

4. Phylogeny Inference Using a Multi-objective Evolutionary Algorithm with Indirect Representation

Author

Hassan, Md. Rafiul, Hossain, M. Maruf, Karmakar, C. K., Kirley, Michael, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Nierstrasz, Oscar, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Sudan, Madhu, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Vardi, Moshe Y., Series editor, Weikum, Gerhard, Series editor, Li, Xiaodong, editor, Kirley, Michael, editor, Zhang, Mengjie, editor, Green, David, editor, Ciesielski, Vic, editor, Abbass, Hussein, editor, Michalewicz, Zbigniew, editor, Hendtlass, Tim, editor, Deb, Kalyanmoy, editor, Tan, Kay Chen, editor, Branke, Jürgen, editor, and Shi, Yuhui, editor

Published
2008
Full Text
View/download PDF

6. Robustness of electrocardiogram signal quality indices.

Author

Rahman, S, Karmakar, C, Natgunanathan, I, Yearwood, J, Palaniswami, M, Rahman, S, Karmakar, C, Natgunanathan, I, Yearwood, J, and Palaniswami, M

Abstract

Electrocardiogram (ECG) signal quality indices (SQIs) are essential for improving diagnostic accuracy and reliability of ECG analysis systems. In various practical applications, the ECG signals are corrupted by different types of noise. These corrupted ECG signals often provide insufficient and incorrect information regarding a patient's health. To solve this problem, signal quality measurements should be made before an ECG signal is used for decision-making. This paper investigates the robustness of existing popular statistical signal quality indices (SSQIs): relative power of QRS complex (SQIp), skewness (SQIskew), signal-to-noise ratio (SQIsnr), higher order statistics SQI (SQIhos) and peakedness of kurtosis (SQIkur). We analysed the robustness of these SSQIs against different window sizes across diverse datasets. Results showed that the performance of SSQIs considerably fluctuates against varying datasets, whereas the impact of varying window sizes was minimal. This fluctuation occurred due to the use of a static threshold value for classifying noise-free ECG signals from the raw ECG signals. Another drawback of these SSQIs is the bias towards noise-free ECG signals, that limits their usefulness in clinical settings. In summary, the fixed threshold-based SSQIs cannot be used as a robust noise detection system. In order to solve this fixed threshold problem, other techniques can be developed using adaptive thresholds and machine-learning mechanisms.

Published
2022

8. Detection of fetal arrhythmias in non-invasive fetal ECG recordings using data-driven entropy profiling

Author

Keenan, E, Karmakar, C, Udhayakumar, RK, Brownfoot, FC, Lakhno, I, Shulgin, V, Behar, JA, Palaniswami, M, Keenan, E, Karmakar, C, Udhayakumar, RK, Brownfoot, FC, Lakhno, I, Shulgin, V, Behar, JA, and Palaniswami, M

Abstract

Objective.Fetal arrhythmias are a life-threatening disorder occurring in up to 2% of pregnancies. If identified, many fetal arrhythmias can be effectively treated using anti-arrhythmic therapies. In this paper, we present a novel method of detecting fetal arrhythmias in short length non-invasive fetal electrocardiography (NI-FECG) recordings.Approach.Our method consists of extracting a fetal heart rate time series from each NI-FECG recording and computing an entropy profile using a data-driven range of the entropy tolerance parameterr. To validate our approach, we apply our entropy profiling method to a large clinical data set of 318 NI-FECG recordings.Main Results.We demonstrate that our method (TotalSampEn) provides strong performance for classifying arrhythmic fetuses (AUC of 0.83) and outperforms entropy measures such asSampEn(AUC of 0.68) andFuzzyEn(AUC of 0.72). We also find that NI-FECG recordings incorrectly classified using the investigated entropy measures have significantly lower signal quality, and that excluding recordings of low signal quality (13.5% of recordings) increases the classification performance ofTotalSampEn(AUC of 0.90).Significance.The superior performance of our approach enables automated detection of fetal arrhythmias and warrants further investigation in a prospective clinical trial.

Published
2022

12. Poster presentations

Author

Olds, T., Blunden, S., Petkov, J., Forchino, F., Teng, A., Bartle, A., Sadeh, A., Mindell, J., Thompson, K., Richdale, A., Schreck, K., Gibson, R., Gander, P., Elder, D., Levendowski, D., Rosen, C., Berka, C., Zavora, T., Olmstead, R., Popovic, D., Westbrook, P., Piteo, A., Roberts, R., Nettelbeck, T., Lushington, K., Van Den Heuvel, C., Kohler, M., Martin, J., Kennedy, D., Jackman, A., Davey, M., Nixon, G., Hope, S., Catroppa, C., O’Driscoll, D., Anderson, V., Trinder, J., Horne, R., Milte, C., Sinn, N., Quach, J., Hiscock, H., Wake, M., Fulton, M., Sciberras, E., Efron, D., Oberklaid, F., Jay, S., Eng, A., ’t Mannetje, A., Cheng, S., Douwes, J., Ellison-Loschmann, L., Mclean, D., Pearce, N., Zhou, X., Sargent, C., Darwent, D., Ferguson, S., Paech, G., Mattews, R., Williams, L., Roach, G., Martin, D., Lastella, A., Matthews, R., Wilsmore, N., Galante, R., Lee, J., Barnes, M., Kennedy, G., Howard, M., Smith, S., Doye, G., Mangie, J., Signal, L., Phipps-Nelson, J., Redman, J., Rajaratnam, S., Lamond, N., Dorrian, J., Whitwell, B., Rogers, N., Sutherland, K., Chan, A. S. L., Deane, S. A., Zeng, B., Lee, R. W. W., Darendeliler, M. A., Cistulli, P. A., Spong, J., Brown, D., Berlowitz, D., Keihani, S. M., Hillman, D., Collins, A., Jackson, M., Pierce, R., O’Donoghue, F., Bignold, J., Mercer, J., Gorman, M., Mcevoy, D., Antic, N., Catcheside, P., Verma, M., Wheatley, J., Amis, T., Marshall, N., Grunstein, R., Peltonen, M., Carlson, L., Hedner, J., Stenlof, K., Sjostrom, L., Williams, S., Kennerson, M., Liu, P., Little, C., Watson, A., Dunn, N., Beevers, A., Douglas, J., Ruehland, W., Singh, P., Thornton, A., Copland, J., Rochford, P., Perri, R., Ward, K., Palmer, L., Mukherjee, S., Cooper, M., Love, G., Fedson, A., Simpson, L., Edwards, C., Szegner, B., Wong, K., Cistulli, P., Marks, G., Zwar, N., Norman, M., Middleton, S., Sullivan, C., Terrill, P., Mason, D., Parsley, C., Dakin, C., Wilson, S., Khandoker, A., Palaniswami, M., Karunajeewa, A., Abeyratne, U., Hukins, C., Lee, S., Borodzicz, J., Amatoury, J., Robinson, T., Ip, T., Mackenzie, J., Scott, E., Hickie, I., Lovato, N., Lack, L., Wright, H., Muller, D., van Den Berg, M., van Dongen, H. P. A., Miller, B., Orr, R., O’Connor, H., Chow, C. M., Litchfield, C., Glozier, N., Ogeil, R., Broadbear, J., Bakar, R. A., Denotti, A., Rae, C., Bartlett, D. J., Wong, K. K. H., Yang, Q., Walton, D., Sachinwalla, T., Grunstein, R. R., Dang, D., Cunnington, D., Swieca, J., Chen, Y., Young, A., Jakobson, A., Fitzgerald, P., Conduit, R., Smith, D., Jorgensen, G., Lee, H. L., Simpson, G., Ferns, J., Shepherd, K., James, A., Musk, A., Hunter, M., Eastwood, P., Duce, B., Al-Abri, M., Al-Hashmi, K., Jaju, D., Al-Rawas, O., Hassan, M., Ngan, A., Marshall, M. J., Dawson, A. D. G., Bucks, R. S., Walker, A., Hensley, R., Machaalani, R., Waters, K., Harrison, H., Tai, A., Raju, S., Williamson, B., Richardson, H. L., Walker, A. M., Horne, R. S. C., Yuill, M., Harris, M. A., Griffiths, A., Trang, L., Paramalingam, N., Davis, E., Jones, T., Stick, S., Wilson, A., Suresh, S., Cooper, D., Walsh, J., Maddison, K., Hoegh, T., Daulatzai, M., Karmakar, C., Khan, N., Bei, B., Nicholas, C., Worsnop, C., Jordan, A., Saboisky, J., White, D., Malhotra, A., Stadler, D., Mcevoy, R. D., Paul, D., Bradley, J., Maclean, J., Fitzgerald, D., Witcombe, N., Yiallourou, S., Sands, S., Ratnavadivel, R., George, K., Ryan, M., Thompson, C., Catcheside, P. G., Harmer, L., Deacon, N., Wang, D., Piper, A., Yee, B., Mihai, R., Davey, M. J., Nixon, G. M., Tyler, L., Vidal, A., Lambert, S., Tolson, J., Henderson, M., Maree, B., Campbell, A., Neill, A., Heraganahally, S., Bowden, J., Carney, S., Robinson, S., Sajkov, D., Bakker, J., Rixon, K., Hanssen, K., Chia, C., Sather, T., Keir, G., Chikazaza, M., Shirlaw, T., Jones, D., West, J., Dooney, N., Teo, M. Y., Falland, K., Phung, S., Cullen, S., Kevin, G., Mcardle, N., Joosten, S., Turton, A., Hamilton, G., Lavercombe, M., Hocking, V., Clarence, M., Thien, F., Senin, S. R., Ong, T. H., Ong, G., Roebuck, T., Ho, S., Langan-Fox, J., Davis, S., Van, E., Paul, E., Naughton, M., Iqbal, S. M., Gray, P., Urquhart, D., Williams, G., Verginis, N., Boynton, A., Gradinger, F., Partinen, M., Stucki, G., Cooper, P., Biggs, S., Dollman, J., Sweeney, B., Jones, L., Milgrom, J., Ericksen, J., Parry, B., Meliska, C., Sorenson, D., Lopez, A., Martinez, F., Nowakowski, S., Hauger, R., Elliott, J., Kripke, D., Duncan, S., Larsson, E., Fuller, J., Krass, I., Saini, B., and Junge, M.

Published
2009
Full Text
View/download PDF

13. Large expert-curated database for benchmarking document similarity detection in biomedical literature search

Author

Brown, P, Zhou, Y, Tan, A, El-Esawi, M, Liehr, T, Blanck, O, Gladue, D, Almeida, G, Cernava, T, Sorzano, C, Yeung, A, Engel, M, Chandrasekaran, A, Muth, T, Staege, M, Daulatabad, S, Widera, D, Zhang, J, Meule, A, Honjo, K, Pourret, O, Yin, C, Zhang, Z, Cascella, M, Flegel, W, Goodyear, C, van Raaij, M, Bukowy-Bieryllo, Z, Campana, L, Kurniawan, N, Lalaouna, D, Huttner, F, Ammerman, B, Ehret, F, Cobine, P, Tan, E, Han, H, Xia, W, Mccrum, C, Dings, R, Marinello, F, Nilsson, H, Nixon, B, Voskarides, K, Yang, L, Costa, V, Bengtsson-Palme, J, Bradshaw, W, Grimm, D, Kumar, N, Martis, E, Prieto, D, Sabnis, S, Amer, S, Liew, A, Perco, P, Rahimi, F, Riva, G, Zhang, C, Devkota, H, Ogami, K, Basharat, Z, Fierz, W, Siebers, R, Tan, K, Boehme, K, Brenneisen, P, Brown, J, Dalrymple, B, Harvey, D, Ng, G, Werten, S, Bleackley, M, Dai, Z, Dhariwal, R, Gelfer, Y, Hartmann, M, Miotla, P, Tamaian, R, Govender, P, Gurney-Champion, O, Kauppila, J, Zhang, X, Echeverria, N, Subhash, S, Sallmon, H, Tofani, M, Bae, T, Bosch, O, Cuiv, P, Danchin, A, Diouf, B, Eerola, T, Evangelou, E, Filipp, F, Klump, H, Kurgan, L, Smith, S, Terrier, O, Tuttle, N, Ascher, D, Janga, S, Schulte, L, Becker, D, Browngardt, C, Bush, S, Gaullier, G, Ide, K, Meseko, C, Werner, G, Zaucha, J, Al-Farha, A, Greenwald, N, Popoola, S, Rahman, S, Xu, J, Yang, S, Hiroi, N, Alper, O, Baker, C, Bitzer, M, Chacko, G, Debrabant, B, Dixon, R, Forano, E, Gilliham, M, Kelly, S, Klempnauer, K, Lidbury, B, Lin, M, Lynch, I, Ma, W, Maibach, E, Mather, D, Nandakumar, K, Ohgami, R, Parchi, P, Tressoldi, P, Xue, Y, Armitage, C, Barraud, P, Chatzitheochari, S, Coelho, L, Diao, J, Doxey, A, Gobet, A, Hu, P, Kaiser, S, Mitchell, K, Salama, M, Shabalin, I, Song, H, Stevanovic, D, Yadollahpour, A, Zeng, E, Zinke, K, Alimba, C, Beyene, T, Cao, Z, Chan, S, Gatchell, M, Kleppe, A, Piotrowski, M, Torga, G, Woldesemayat, A, Cosacak, M, Haston, S, Ross, S, Williams, R, Wong, A, Abramowitz, M, Effiong, A, Lee, S, Abid, M, Agarabi, C, Alaux, C, Albrecht, D, Atkins, G, Beck, C, Bonvin, A, Bourke, E, Brand, T, Braun, R, Bull, J, Cardoso, P, Carter, D, Delahay, R, Ducommun, B, Duijf, P, Epp, T, Eskelinen, E, Fallah, M, Farber, D, Fernandez-Triana, J, Feyerabend, F, Florio, T, Friebe, M, Furuta, S, Gabrielsen, M, Gruber, J, Grybos, M, Han, Q, Heinrich, M, Helantera, H, Huber, M, Jeltsch, A, Jiang, F, Josse, C, Jurman, G, Kamiya, H, de Keersmaecker, K, Kristiansson, E, de Leeuw, F, Li, J, Liang, S, Lopez-Escamez, J, Lopez-Ruiz, F, Marchbank, K, Marschalek, R, Martin, C, Miele, A, Montagutelli, X, Morcillo, E, Nicoletti, R, Niehof, M, O'Toole, R, Ohtomo, T, Oster, H, Palma, J, Paterson, R, Peifer, M, Portilla, M, Portillo, M, Pritchard, A, Pusch, S, Raghava, G, Roberts, N, Ross, K, Schuele, B, Sergeant, K, Shen, J, Stella, A, Sukocheva, O, Uversky, V, Vanneste, S, Villet, M, Viveiros, M, Vorholt, J, Weinstock, C, Yamato, M, Zabetakis, I, Zhao, X, Ziegler, A, Aizat, W, Atlas, L, Bridges, K, Chakraborty, S, Deschodt, M, Domingues, H, Esfahlani, S, Falk, S, Guisado, J, Kane, N, Kueberuwa, G, Lau, C, Liang, D, Liu, E, Luu, A, Ma, C, Ma, L, Moyer, R, Norris, A, Panthee, S, Parsons, J, Peng, Y, Pinto, I, Reschke, C, Sillanpaa, E, Stewart, C, Uhle, F, Yang, H, Zhou, K, Zhu, S, Ashry, M, Bergsland, N, Berthold, M, Chen, C, Colella, V, Cuypers, M, Eskew, E, Fan, X, Gajda, M, Gonzalezlez-Prendes, R, Goodin, A, Graham, E, Groen, E, Gutierrez-Sacristan, A, Habes, M, Heffler, E, Higginbottom, D, Janzen, T, Jayaraman, J, Jibb, L, Jongen, S, Kinyanjui, T, Koleva-Kolarova, R, Li, Z, Liu, Y, Lund, B, Lussier, A, Mier, P, Moore, M, Nagler, K, Orme, M, Pearson, J, Prajapati, A, Saito, Y, Troder, S, Uchendu, F, Verloh, N, Voutchkova, D, Abu-Zaid, A, Bakkach, J, Baumert, P, Dono, M, Hanson, J, Herbelet, S, Hobbs, E, Kulkarni, A, Liu, S, Loft, N, Reddan, T, Senghore, T, Vindin, H, Xu, H, Bannon, R, Chen, B, Cheung, J, Cooper, J, Esnakula, A, Feghali, K, Ghelardi, E, Gnasso, A, Horbar, J, Lai, H, Ma, R, Pan, Z, Peres, M, Pranata, R, Seow, E, Sydes, M, Testoni, I, Westermair, A, Yang, Y, Afnan, M, Albiol, J, Albuquerque, L, Amir, S, Amiya, E, Amorim, R, An, Q, Andersen, S, Aplin, J, Argyropoulos, C, Asmann, Y, Assaeed, A, Atanasov, A, Atchison, D, Avery, S, Avillach, P, Baade, P, Backman, L, Badie, C, Baldi, A, Ball, E, Bardot, O, Barnett, A, Basner, M, Batra, J, Bazanova, O, Beale, A, Beddoe, T, Bell, M, Berezikov, E, Berners-Price, S, Bernhardt, P, Berry, E, Bessa, T, Billington, C, Birch, J, Blakely, R, Blaskovich, M, Blum, R, Boelaert, M, Bogdanos, D, Bosch, C, Bourgoin, T, Bouvard, D, Boykin, L, Bradley, G, Braun, D, Brownlie, J, Bruhl, A, Burt, A, Butler, L, Byrareddy, S, Byrne, H, Cabantous, S, Calatayud, S, Candal, E, Carlson, K, Casillas, S, Castelvetro, V, Caswell, P, Cavalli, G, Cerovsky, V, Chagoyen, M, Chen, D, Chen, H, Chen, J, Chen, Y, Cheng, C, Cheng, J, Chinapaw, M, Chinopoulos, C, Cho, W, Chong, L, Chowdhury, D, Chwalibog, A, Ciresi, A, Cockcroft, S, Conesa, A, Cook, P, Cooper, D, Coqueret, O, Corea, E, Costa, A, Costa, E, Coupland, C, Crawford, S, Cruz, A, Cui, H, Cui, Q, Culver, D, D'Angiulli, A, Dahms, T, Daigle, F, Dalgleish, R, Danielsen, H, Darras, S, Davidson, S, Day, D, Degirmenci, V, Demaison, L, Devriendt, K, Ding, J, Dogan, Y, Dong, X, Donner, C, Dressick, W, Drevon, C, Duan, H, Ducho, C, Dumaz, N, Dwarakanath, B, Ebell, M, Eisenhardt, S, Elkum, N, Engel, N, Erickson, T, Fairhead, M, Faville, M, Fejzo, M, Festa, F, Feteira, A, Flood-Page, P, Forsayeth, J, Fox, S, Franks, S, Frentiu, F, Frilander, M, Fu, X, Fujita, S, Galea, I, Galluzzi, L, Gani, F, Ganpule, A, Garcia-Alix, A, Gedye, K, Giordano, M, Giunta, C, Gleeson, P, Goarant, C, Gong, H, Gora, D, Gough, M, Goyal, R, Graham, K, Grande-Perez, A, Graves, P, Greidanus, H, Grice, D, Grunau, C, Gumulya, Y, Guo, Y, Gurevich, V, Gusev, O, Hacker, E, Hage, S, Hagen, G, Hahn, S, Haller, D, Hammerschmidt, S, Han, J, Han, R, Handfield, M, Hapuarachchi, H, Harder, T, Hardingham, J, Heck, M, Heers, M, Hew, K, Higuchi, Y, Hilaire, C, Hilton, R, Hodzic, E, Hone, A, Hongoh, Y, Hu, G, Huber, H, Hueso, L, Huirne, J, Hurt, L, Idborg, H, Ikeo, K, Ingley, E, Jakeman, P, Jensen, A, Jia, H, Jia, S, Jiang, J, Jiang, X, Jin, Y, Jo, D, Johnson, A, Johnston, M, Jonscher, K, Jorens, P, Jorgensen, J, Joubert, J, Jung, S, Junior, A, Kahan, T, Kamboj, S, Kang, Y, Karamanos, Y, Karp, N, Kelly, R, Kenna, R, Kennedy, J, Kersten, B, Khalaf, R, Khalid, J, Khatlani, T, Khider, T, Kijanka, G, King, S, Kluz, T, Knox, P, Kobayashi, T, Koch, K, Kohonen-Corish, M, Kong, X, Konkle-Parker, D, Korpela, K, Kostrikis, L, Kraiczy, P, Kratz, H, Krause, G, Krebsbach, P, Kristensen, S, Kumari, P, Kunimatsu, A, Kurdak, H, Kwon, Y, Lachat, C, Lagisz, M, Laky, B, Lammerding, J, Lange, M, Larrosa, M, Laslett, A, Laverman, G, Leclair, E, Lee, K, Lee, M, Li, G, Lieb, K, Lim, Y, Lindsey, M, Line, P, Liu, D, Liu, F, Liu, H, Lloyd, V, Lo, T, Locci, E, Loidl, J, Lorenzen, J, Lorkowski, S, Lovell, N, Lu, H, Lu, W, Lu, Z, Luengo, G, Lundh, L, Lysy, P, Mabb, A, Mack, H, Mackey, D, Mahdavi, S, Maher, P, Maher, T, Maity, S, Malgrange, B, Mamoulakis, C, Mangoni, A, Manke, T, Manstead, A, Mantalaris, A, Marsal, J, Marschall, H, Martin, F, Martinez-Raga, J, Martinez-Salas, E, Mathieu, D, Matsui, Y, Maza, E, Mccutcheon, J, Mckay, G, Mcmillan, B, Mcmillan, N, Meads, C, Medina, L, Merrick, B, Metzger, D, Meunier, F, Michaelis, M, Micheau, O, Mihara, H, Mintz, E, Mizukami, T, Moalic, Y, Mohapatra, D, Monteiro, A, Montes, M, Moran, J, Morozov, S, Mort, M, Murai, N, Murphy, D, Murphy, S, Murray, S, Naganawa, S, Nammi, S, Nasios, G, Natoli, R, Nguyen, F, Nicol, C, van Nieuwerburgh, F, Nilsen, E, Nobile, C, O'Mahony, M, Ohlsson, S, Olatunbosun, O, Olofsson, P, Ortiz, A, Ostrikov, K, Otto, S, Outeiro, T, Ouyang, S, Paganoni, S, Page, A, Palm, C, Paradies, Y, Parsons, M, Parsons, N, Pascal, P, Paul, E, Peckham, M, Pedemonte, N, Pellizzon, M, Petrelli, M, Pichugin, A, Pinto, C, Plevris, J, Pollesello, P, Polz, M, Ponti, G, Porcelli, P, Prince, M, Quinn, G, Quinn, T, Ramula, S, Rappsilber, J, Rehfeldt, F, Reiling, J, Remacle, C, Rezaei, M, Riddick, E, Ritter, U, Roach, N, Roberts, D, Robles, G, Rodrigues, T, Rodriguez, C, Roislien, J, Roobol, M, Rowe, A, Ruepp, A, van Ruitenbeek, J, Rust, P, Saad, S, Sack, G, Santos, M, Saudemont, A, Sava, G, Schrading, S, Schramm, A, Schreiber, M, Schuler, S, Schymkowitz, J, Sczyrba, A, Seib, K, Shi, H, Shimada, T, Shin, J, Shortt, C, Silveyra, P, Skinner, D, Small, I, Smeets, P, So, P, Solano, F, Sonenshine, D, Song, J, Southall, T, Speakman, J, Srinivasan, M, Stabile, L, Stasiak, A, Steadman, K, Stein, N, Stephens, A, Stewart, D, Stine, K, Storlazzi, C, Stoynova, N, Strzalka, W, Suarez, O, Sultana, T, Sumant, A, Summers, M, Sun, G, Tacon, P, Tanaka, K, Tang, H, Tanino, Y, Targett-Adams, P, Tayebi, M, Tayyem, R, Tebbe, C, Telfer, E, Tempel, W, Teodorczyk-Injeyan, J, Thijs, G, Thorne, S, Thrift, A, Tiffon, C, Tinnefeld, P, Tjahjono, D, Tolle, F, Toth, E, Del Tredici, A, Tsapas, A, Tsirigotis, K, Turak, A, Tzotzos, G, Udo, E, Utsumi, T, Vaidyanathan, S, Vaillant, M, Valsesia, A, Vandenbroucke, R, Veiga, F, Vendrell, M, Vesk, P, Vickers, P, Victor, V, Villemur, R, Vohl, M, Voolstra, C, Vuillemin, A, Wakelin, S, Waldron, L, Walsh, L, Wang, A, Wang, F, Wang, Y, Watanabe, Y, Weigert, A, Wen, J, Wham, C, White, E, Wiener, J, Wilharm, G, Wilkinson, S, Willmann, R, Wilson, C, Wirth, B, Wojan, T, Wolff, M, Wong, B, Wu, T, Wuerbel, H, Xiao, X, Xu, D, Xue, B, Yalcin, S, Yan, H, Yang, E, Yang, W, Ye, Y, Ye, Z, Yli-Kauhaluoma, J, Yoneyama, H, Yu, Y, Yuan, G, Yuh, C, Zaccolo, M, Zeng, C, Zevnik, B, Zhang, L, Zhang, Y, Zhao, Y, Zhou, M, Zuberbier, T, Aanei, C, Ahmad, R, Al-Lawama, M, Alanio, A, Allardyce, J, Alonso-Caneiro, D, Atack, J, Baier, D, Bansal, A, Benezeth, Y, Berbesque, C, Berrevoet, F, Biedermann, P, Bijleveld, E, Bittner, F, Blombach, F, van den Bos, W, Boudreau, S, Bramoweth, A, Braubach, O, Cai, Y, Campbell, M, Catry, T, Chen, X, Cheng, S, Chung, H, Chavez-Fumagalli, M, Conway, A, Costa, B, Cyr, N, Dean, L, Denzel, M, Dlamini, S, Dudley, K, Dufies, M, Ecke, T, Eckweiler, D, Eixarch, E, El-Adawy, H, Emmrich, J, Eustace, A, Falter-Wagner, C, Farhoudi, R, Fuss, J, Gao, J, Gill, M, Gloyn, L, Goggs, R, Govinden, U, Greene, G, Greiff, V, Grundle, D, Gruneberg, P, Gumede, N, Haore, G, Harrison, P, Hoenner, X, Hojsgaard, D, Hori, H, Ikonomopoulou, M, Jeurissen, P, Johnson, D, Kabra, D, Kamagata, K, Karmakar, C, Kasian, O, Kaye, L, Khan, M, Kim, Y, Kish, J, Kobold, S, Kohanbash, G, Kohls, G, Kugler, J, Kumar, G, Lacy-Colson, J, Latif, A, Lauschke, V, Li, B, Lim, C, Liu, X, Lu, J, Lu, Q, Mahavadi, P, Marzocchi, U, Mcgarrigle, C, van Meerten, T, Min, R, Moal, I, Molari, M, Molleman, L, Mondal, S, van de Mortel, T, Moss, W, Moultos, O, Mukherjee, M, Nakayama, K, Narayan, E, Navaratnarajah, Neumann, P, Nie, J, Nie, Y, Niemeyer, F, Nolan, F, Nwaiwu, O, Oldenmenger, W, Olumayede, E, Ou, J, Pallebage-Gamarallage, M, Pearce, S, Pelkonen, T, Pelleri, M, Pereira, J, Pheko, M, Pinto, K, Piovesan, A, Pluess, M, Podolsky, I, Prescott, J, Qi, D, Qi, X, Raikou, V, Ranft, A, Rhodes, J, Rotge, J, Saggar, M, Schuon, R, Shahid, S, Shalchyan, V, Shirvalkar, P, Shiryayev, O, Singh, J, Smout, M, Soares, A, Song, C, Srivastava, K, Srivastava, R, Sun, J, Szabo, A, Szymanski, W, Tai, C, Takeuchi, H, Tanadini-Lang, S, Tang, F, Tao, W, Theron, G, Tian, C, Tian, Y, Tuttle, L, Valenti, A, Verlot, P, Walker, M, Wang, J, Welter, D, Winslade, M, Wu, D, Wu, Y, Xiao, H, Xu, B, Xu, Z, Yang, D, Yang, M, Yankilevich, P, You, Y, Yu, C, Zhan, J, Zhang, G, Zhang, K, Zhang, T, Zhao, G, Zhao, J, Zhou, X, Zhu, Z, Ajani, P, Anazodo, U, Bagloee, S, Bail, K, Bar, I, Bathelt, J, Benkeser, D, Bernier, M, Blanchard, A, Boakye, D, Bonatsos, V, Boon, M, Bouboulis, G, Bromfield, E, Bul, K, Burton, K, Butkowski, E, Carroll, G, Chao, F, Charrier, E, Chenguang, Choi, J, Christoffersen, T, Comel, J, Cosse, C, Cui, Y, van Dessel, P, Dhaval, Diodato, D, Duffey, M, Dutt, A, Egea, L, El-Said, M, Faye, M, Fernandez-Fernandez, B, Foley, K, Founou, L, Fu, F, Gadelkareem, R, Galimov, E, Garip, G, Gemmill, A, Gouil, Q, Grey, J, Gridneva, Z, Grothe, M, Grebert, T, Guerrero, F, Guignard, L, Haenssgen, M, Hasler, D, Holgate, J, Huang, A, Hulse-Kemp, A, Jean-Quartier, C, Jeon, S, Jia, Y, Jutzeler, C, Kalatzis, P, Karim, M, Karsay, K, Keitel, A, Kempe, A, Keown, J, Khoo, C, Khwaja, N, Kievit, R, Kosanic, S, Koutoukidis, D, Kramer, P, Kumar, D, Kirag, N, Lanza, G, Le, T, Leem, J, Leightley, D, Leite, A, Lercher, L, Li, Y, Lim, R, Lima, L, Lin, L, Ling, T, Liu, Z, Lu, Y, Lum, F, Luo, H, Machhi, J, Macleod, A, Macwan, I, Madala, H, Madani, N, de Maio, N, Makowiecki, K, Mallinson, D, Margelyte, R, Maria, C, Markonis, Y, Marsili, L, Mavoa, S, Mcwilliams, L, Megersa, M, Souto-Maior, C, Menichetti, J, Mercieca-Bebber, R, Miller, J, Minde, D, Minges, A, Mishra, E, Mishra, V, Moores, C, Morrice, N, Moskalensky, A, Navarin, N, Negera, E, Nolet, P, Nordberg, A, Norden, R, Nowicki, J, Olova, N, Olszewski, P, Onzima, R, Pan, C, Park, C, Park, D, Park, S, Patil, C, Pedro, S, Perry, S, Peter, J, Peterson, B, Pezzuolo, A, Pozdnyakov, I, Qian, S, Qin, L, Rafe, A, Raote, I, Raza, A, Rebl, H, Refai, O, Regan, T, Richa, T, Richardson, M, Robinson, K, Rossoni, L, Rouet, R, Safaei, S, Schneeberger, P, Schwotzer, D, Sebastian, A, Selinski, J, Seltmann, S, Sha, F, Shalev, N, Shang, J, Singer, J, Singh, M, Smith, T, Solomon-Moore, E, Song, L, Soraggi, S, Stanley, R, Steckhan, N, Strobl, F, Subissi, L, Supriyanto, I, Surve, C, Suzuki, T, Syme, C, Sorelius, K, Tang, Y, Tantawy, M, Tennakoon, S, Teseo, S, Toelzer, C, Tomov, N, Tovar, M, Tran, L, Tripathi, S, Tuladhar, A, Ukubuiwe, A, Ung, C, Valgepea, K, Vatanparast, H, Vidal, A, Wang, Q, Watari, R, Webster, R, Wei, J, Wibowo, D, Wingenbach, T, Xavier, R, Xiao, S, Xiong, P, Xu, S, Yao, R, Yao, W, Yin, Q, Zaitsu, M, Zeineb, Z, Zhan, X, Zhang, R, Zhang, W, Zheng, S, Zhou, B, Ahmad, H, Akinwumi, S, Albery, G, Alhowimel, A, Ali, J, Alshehri, M, Alsuhaibani, M, Anikin, A, Azubuike, S, Bach-Mortensen, A, Baltiansky, L, Bartas, M, Belachew, K, Bhardwaj, V, Binder, K, Bland, N, Boah, M, Bullen, B, Calabro, G, Callahan, T, Cao, B, Chalmers, K, Chang, W, Che, Z, Chen, A, Chen, Z, Choi, Y, Chowdhury, M, Christensen, M, Cooke, R, Cottini, M, Covington, N, Cunningham, C, Delarocque, J, Devos, L, Dhar, A, Ding, K, Dong, K, Dong, Z, Dreyer, N, Ekstrand, C, Fardet, T, Feleke, B, Feurer, T, Freitas, A, Gao, T, Gebremedhin, Giganti, F, Grabowski, P, Guerra-Mora, J, Guo, C, Guo, X, Gupta, H, He, S, Heijne, M, Heinemann, S, Hogrebe, A, Huang, Z, Iskander-Rizk, S, Iyer, L, Jahan, Y, James, A, Joel, E, Joffroy, B, Jegousse, C, Kambondo, G, Karnati, P, Kaya, C, Ke, A, Kelly, D, Kickert, R, Kidibule, P, Kieselmann, J, Kim, H, Kitazawa, T, Lamberts, A, Liang, H, Linn, S, Litfin, T, Liusuo, W, Lygirou, V, Mahato, A, Mai, Z, Major, R, Mali, S, Mallis, P, Mao, W, Marvin-Dowle, K, Mason, L, Merideth, B, Merino-Plaza, M, Merlaen, B, Messina, R, Mishra, A, Muhammad, J, Musinguzi, C, Nanou, A, Naqash, A, Nguyen, J, Nguyen, T, Ni, D, Nida, Notcovich, S, Ohst, B, Ollivier, Q, Osses, D, Peng, X, Plantinga, A, Pulia, M, Rafiq, M, Raman, A, Raucher-Chene, Rawski, R, Ray, A, Razak, L, Rudolf, K, Rusch, P, Sadoine, M, Schmidt, A, Schurr, R, Searles, S, Sharma, S, Sheehan, B, Shi, C, Shohayeb, B, Sommerlad, A, Strehlow, J, Sun, X, Sundar, R, Taherzadeh, G, Tahir, N, Tang, J, Testa, J, Tian, Z, Tingting, Q, Verheijen, G, Vickstrom, C, Wang, T, Wang, X, Wang, Z, Wei, P, Wilson, A, Wyart, Yassine, A, Yousefzadeh, A, Zare, A, Zeng, Z, Zhang, H, Zhou, J, Zhu, D, Adamo, V, Adeyemo, A, Aggelidou, M, Al-Owaifeer, A, Al-Riyami, A, Alzghari, S, Andersen, V, Angus, K, Asaduzzaman, M, Asady, H, Ato, D, Bai, X, Baines, R, Ballantyne, M, Ban, B, Beck, J, Ben-Nafa, W, Black, E, Blancher, A, Blankstein, R, Bodagh, N, Borges, P, Brooks, A, Brox-Ponce, J, Brunetti, A, Canham, C, Carninci, P, Carvajal, R, Chang, S, Chao, J, Chatterjee, P, Chen, L, Chhatriwalla, A, Chikowe, I, Chuang, T, Collevatti, R, Cornejo, D, Cuenda, A, Dao, M, Dauga, D, Deng, Z, Devkota, K, Doan, L, Elewa, Y, Fan, D, Faruk, M, Feifei, S, Ferguson, T, Fleres, F, Foster, E, Foster, S, Furer, T, Gao, Y, Garcia-Rivera, E, Gazdar, A, George, R, Ghosh, S, Gianchecchi, E, Gleason, J, Hackshaw, A, Hall, A, Hall, R, Harper, P, Hogg, W, Huang, G, Hunter, K, Ijzerman, A, Jesus, C, Jian, G, Lewis, J, Kanj, S, Kaur, H, Kheir, F, Kichatova, V, Kiyani, M, Klein, R, Kovesi, T, Kraschnewski, J, Kumar, A, Labutin, D, Lazo-Langner, A, Leclercq, G, Li, M, Li, Q, Li, T, Liao, W, Liao, Z, Lin, J, Lizer, J, Lobreglio, G, Lowies, C, Lu, C, Majeed, H, Martin, A, Martinez-Sobrido, L, Meresh, E, Middelveen, M, Mohebbi, A, Mota, J, Mozaheb, Z, Muyaya, L, Nandhakumar, A, Ng, S, Obeidat, M, Oh, D, Owais, M, Pace-Asciak, P, Panwar, A, Patterson, C, Penagos-Tabaree, F, Pianosi, P, Pinzi, V, Pridans, C, Psaroulaki, A, Pujala, R, Pulido-Arjona, L, Qi, P, Rahman, P, Rai, N, Rassaf, T, Refardt, J, Ricciardi, W, Riess, O, Rovas, A, Sacks, F, Saleh, S, Sampson, C, Schmutz, A, Sepanski, R, Sharma, N, Spearman, P, Subramaniapillai, M, Swali, R, Tan, C, Tellechea, J, Thomas, L, Tong, X, Vavvas, D, Veys, R, Vitriol, V, Wang, H, Waugh, J, Webb, S, Williams, B, Workman, A, Xiang, T, Xie, L, Xu, T, Yang, C, Yoon, J, Yuan, C, Zaritsky, A, Zhao, H, Zuckerman, H, Lyu, R, Pullan, W, Brown P., Zhou Y., Tan A. -C., El-Esawi M. A., Liehr T., Blanck O., Gladue D. P., Almeida G. M. F., Cernava T., Sorzano C. O., Yeung A. W. K., Engel M. S., Chandrasekaran A. R., Muth T., Staege M. S., Daulatabad S. V., Widera D., Zhang J., Meule A., Honjo K., Pourret O., Yin C. -C., Zhang Z., Cascella M., Flegel W. A., Goodyear C. S., van Raaij M. J., Bukowy-Bieryllo Z., Campana L. G., Kurniawan N. A., Lalaouna D., Huttner F. J., Ammerman B. A., Ehret F., Cobine P. A., Tan E. -C., Han H., Xia W., McCrum C., Dings R. P. M., Marinello F., Nilsson H., Nixon B., Voskarides K., Yang L., Costa V. D., Bengtsson-Palme J., Bradshaw W., Grimm D. G., Kumar N., Martis E., Prieto D., Sabnis S. C., Amer S. E. D. R., Liew A. W. C., Perco P., Rahimi F., Riva G., Zhang C., Devkota H. P., Ogami K., Basharat Z., Fierz W., Siebers R., Tan K. H., Boehme K. A., Brenneisen P., Brown J. A. L., Dalrymple B. P., Harvey D. J., Ng G., Werten S., Bleackley M., Dai Z., Dhariwal R., Gelfer Y., Hartmann M. D., Miotla P., Tamaian R., Govender P., Gurney-Champion O. J., Kauppila J. H., Zhang X., Echeverria N., Subhash S., Sallmon H., Tofani M., Bae T., Bosch O., Cuiv P. O., Danchin A., Diouf B., Eerola T., Evangelou E., Filipp F., Klump H., Kurgan L., Smith S. S., Terrier O., Tuttle N., Ascher D. B., Janga S. C., Schulte L. N., Becker D., Browngardt C., Bush S. J., Gaullier G., Ide K., Meseko C., Werner G. D. A., Zaucha J., Al-Farha A. A., Greenwald N. F., Popoola S. I., Rahman S., Xu J., Yang S. Y., Hiroi N., Alper O. M., Baker C. I., Bitzer M., Chacko G., Debrabant B., Dixon R., Forano E., Gilliham M., Kelly S., Klempnauer K. -H., Lidbury B. A., Lin M. Z., Lynch I., Ma W., Maibach E. W., Mather D. E., Nandakumar K. S., Ohgami R. S., Parchi P., Tressoldi P., Xue Y., Armitage C., Barraud P., Chatzitheochari S., Coelho L. P., Diao J., Doxey A. C., Gobet A., Hu P., Kaiser S., Mitchell K. M., Salama M. F., Shabalin I. G., Song H., Stevanovic D., Yadollahpour A., Zeng E., Zinke K., Alimba C. G., Beyene T. J., Cao Z., Chan S. S., Gatchell M., Kleppe A., Piotrowski M., Torga G., Woldesemayat A. A., Cosacak M. I., Haston S., Ross S. A., Williams R., Wong A., Abramowitz M. K., Effiong A., Lee S., Abid M. B., Agarabi C., Alaux C., Albrecht D. R., Atkins G. J., Beck C. R., Bonvin A. M. J. J., Bourke E., Brand T., Braun R. J., Bull J. A., Cardoso P., Carter D., Delahay R. M., Ducommun B., Duijf P. H. G., Epp T., Eskelinen E. -L., Fallah M., Farber D. B., Fernandez-Triana J., Feyerabend F., Florio T., Friebe M., Furuta S., Gabrielsen M., Gruber J., Grybos M., Han Q., Heinrich M., Helantera H., Huber M., Jeltsch A., Jiang F., Josse C., Jurman G., Kamiya H., de Keersmaecker K., Kristiansson E., de Leeuw F. -E., Li J., Liang S., Lopez-Escamez J. A., Lopez-Ruiz F. J., Marchbank K. J., Marschalek R., Martin C. S., Miele A. E., Montagutelli X., Morcillo E., Nicoletti R., Niehof M., O'Toole R., Ohtomo T., Oster H., Palma J. -A., Paterson R., Peifer M., Portilla M., Portillo M. C., Pritchard A. L., Pusch S., Raghava G. P. S., Roberts N. J., Ross K., Schuele B., Sergeant K., Shen J., Stella A., Sukocheva O., Uversky V. N., Vanneste S., Villet M. H., Viveiros M., Vorholt J. A., Weinstock C., Yamato M., Zabetakis I., Zhao X., Ziegler A., Aizat W. M., Atlas L., Bridges K. M., Chakraborty S., Deschodt M., Domingues H. S., Esfahlani S. S., Falk S., Guisado J. L., Kane N. C., Kueberuwa G., Lau C. L., Liang D., Liu E., Luu A. M., Ma C., Ma L., Moyer R., Norris A. D., Panthee S., Parsons J. R., Peng Y., Pinto I. M., Reschke C. R., Sillanpaa E., Stewart C. J., Uhle F., Yang H., Zhou K., Zhu S., Ashry M., Bergsland N., Berthold M., Chen C. -E., Colella V., Cuypers M., Eskew E. A., Fan X., Gajda M., Gonzalezlez-Prendes R., Goodin A., Graham E. B., Groen E. J. N., Gutierrez-Sacristan A., Habes M., Heffler E., Higginbottom D. B., Janzen T., Jayaraman J., Jibb L. A., Jongen S., Kinyanjui T., Koleva-Kolarova R. G., Li Z., Liu Y. -P., Lund B. A., Lussier A. A., Mier P., Moore M. D., Nagler K., Orme M. W., Pearson J. A., Prajapati A. S., Saito Y., Troder S. E., Uchendu F., Verloh N., Voutchkova D. D., Abu-Zaid A., Bakkach J., Baumert P., Dono M., Hanson J., Herbelet S., Hobbs E., Kulkarni A., Liu S., Loft N. D., Reddan T., Senghore T., Vindin H., Xu H., Bannon R., Chen B., Cheung J. T. K., Cooper J., Esnakula A. K., Feghali K. A., Ghelardi E., Gnasso A., Horbar J., Lai H. M., Ma R., Pan Z., Peres M. A., Pranata R., Seow E., Sydes M., Testoni I., Westermair A. L., Yang Y., Afnan M., Albiol J., Albuquerque L. G., Amir S., Amiya E., Amorim R. M., An Q., Andersen S. U., Aplin J. D., Argyropoulos C., Asmann Y. W., Assaeed A. M., Atanasov A. G., Atchison D. A., Avery S. V., Avillach P., Baade P. D., Backman L., Badie C., Baldi A., Ball E., Bardot O., Barnett A. G., Basner M., Batra J., Bazanova O. M., Beale A., Beddoe T., Bell M. L., Berezikov E., Berners-Price S., Bernhardt P., Berry E., Bessa T. B., Billington C., Birch J., Blakely R. D., Blaskovich M. A. T., Blum R., Boelaert M., Bogdanos D., Bosch C., Bourgoin T., Bouvard D., Boykin L. M., Bradley G., Braun D., Brownlie J., Bruhl A., Burt A., Butler L. M., Byrareddy S. N., Byrne H. J., Cabantous S., Calatayud S., Candal E., Carlson K., Casillas S., Castelvetro V., Caswell P. T., Cavalli G., Cerovsky V., Chagoyen M., Chen C. -S., Chen D. F., Chen H., Chen J. -T., Chen Y., Cheng C., Cheng J., Chinapaw M., Chinopoulos C., Cho W. C. S., Chong L., Chowdhury D., Chwalibog A., Ciresi A., Cockcroft S., Conesa A., Cook P. A., Cooper D. N., Coqueret O., Corea E. M., Costa A., Costa E., Coupland C., Crawford S. Y., Cruz A. D., Cui H., Cui Q., Culver D. C., D'Angiulli A., Dahms T. E. S., Daigle F., Dalgleish R., Danielsen H. E., Darras S., Davidson S. M., Day D. A., Degirmenci V., Demaison L., Devriendt K., Ding J., Dogan Y., Dong X. C., Donner C. F., Dressick W., Drevon C. A., Duan H., Ducho C., Dumaz N., Dwarakanath B. S., Ebell M. H., Eisenhardt S., Elkum N., Engel N., Erickson T. B., Fairhead M., Faville M. J., Fejzo M. S., Festa F., Feteira A., Flood-Page P., Forsayeth J., Fox S. A., Franks S. J., Frentiu F. D., Frilander M. J., Fu X., Fujita S., Galea I., Galluzzi L., Gani F., Ganpule A. P., Garcia-Alix A., Gedye K., Giordano M., Giunta C., Gleeson P. A., Goarant C., Gong H., Gora D., Gough M. J., Goyal R., Graham K. E., Grande-Perez A., Graves P. M., Greidanus H., Grice D., Grunau C., Gumulya Y., Guo Y., Gurevich V. V., Gusev O., Hacker E., Hage S. R., Hagen G., Hahn S., Haller D. M., Hammerschmidt S., Han J., Han R., Handfield M., Hapuarachchi H. C., Harder T., Hardingham J. E., Heck M., Heers M., Hew K. F., Higuchi Y., Hilaire C. St., Hilton R., Hodzic E., Hone A., Hongoh Y., Hu G., Huber H. P., Hueso L. E., Huirne J., Hurt L., Idborg H., Ikeo K., Ingley E., Jakeman P. M., Jensen A., Jia H., Jia S., Jiang J., Jiang X., Jin Y., Jo D., Johnson A. M., Johnston M., Jonscher K. R., Jorens P. G., Jorgensen J. O. L., Joubert J. W., Jung S. -H., Junior A. M., Kahan T., Kamboj S. K., Kang Y. -K., Karamanos Y., Karp N. A., Kelly R., Kenna R., Kennedy J., Kersten B., Khalaf R. A., Khalid J. M., Khatlani T., Khider T., Kijanka G. S., King S. R. B., Kluz T., Knox P., Kobayashi T., Koch K. -W., Kohonen-Corish M. R. J., Kong X., Konkle-Parker D., Korpela K. M., Kostrikis L. G., Kraiczy P., Kratz H., Krause G., Krebsbach P. H., Kristensen S. R., Kumari P., Kunimatsu A., Kurdak H., Kwon Y. D., Lachat C., Lagisz M., Laky B., Lammerding J., Lange M., Larrosa M., Laslett A. L., Laverman G. D., Leclair E. E., Lee K. -W., Lee M. -Y., Lee M. -S., Li G., Lieb K., Lim Y. Y., Lindsey M. L., Line P. -D., Liu D., Liu F., Liu H., Lloyd V. K., Lo T. -W., Locci E., Loidl J., Lorenzen J., Lorkowski S., Lovell N. H., Lu H., Lu W., Lu Z., Luengo G. S., Lundh L. -G., Lysy P. A., Mabb A., Mack H. G., Mackey D. A., Mahdavi S. R., Maher P., Maher T., Maity S. N., Malgrange B., Mamoulakis C., Mangoni A. A., Manke T., Manstead A. S. R., Mantalaris A., Marsal J., Marschall H. -U., Martin F. L., Martinez-Raga J., Martinez-Salas E., Mathieu D., Matsui Y., Maza E., McCutcheon J. E., McKay G. J., McMillan B., McMillan N., Meads C., Medina L., Merrick B. A., Metzger D. W., Meunier F. A., Michaelis M., Micheau O., Mihara H., Mintz E. M., Mizukami T., Moalic Y., Mohapatra D. P., Monteiro A., Montes M., Moran J. V., Morozov S. Y., Mort M., Murai N., Murphy D. J., Murphy S. K., Murray S. A., Naganawa S., Nammi S., Nasios G., Natoli R. M., Nguyen F., Nicol C., van Nieuwerburgh F., Nilsen E. B., Nobile C. J., O'Mahony M., Ohlsson S., Olatunbosun O., Olofsson P., Ortiz A., Ostrikov K., Otto S., Outeiro T. F., Ouyang S., Paganoni S., Page A., Palm C., Paradies Y., Parsons M. H., Parsons N., Pascal P., Paul E., Peckham M., Pedemonte N., Pellizzon M. A., Petrelli M., Pichugin A., Pinto C. J. C., Plevris J. N., Pollesello P., Polz M., Ponti G., Porcelli P., Prince M., Quinn G. P., Quinn T. J., Ramula S., Rappsilber J., Rehfeldt F., Reiling J. H., Remacle C., Rezaei M., Riddick E. W., Ritter U., Roach N. W., Roberts D. D., Robles G., Rodrigues T., Rodriguez C., Roislien J., Roobol M. J., Rowe A., Ruepp A., van Ruitenbeek J., Rust P., Saad S., Sack G. H., Santos M., Saudemont A., Sava G., Schrading S., Schramm A., Schreiber M., Schuler S., Schymkowitz J., Sczyrba A., Seib K. L., Shi H. -P., Shimada T., Shin J. -S., Shortt C., Silveyra P., Skinner D., Small I., Smeets P. A. M., So P. -W., Solano F., Sonenshine D. E., Song J., Southall T., Speakman J. R., Srinivasan M. V., Stabile L. P., Stasiak A., Steadman K. J., Stein N., Stephens A. W., Stewart D. I., Stine K., Storlazzi C., Stoynova N. V., Strzalka W., Suarez O. M., Sultana T., Sumant A. V., Summers M. J., Sun G., Tacon P., Tanaka K., Tang H., Tanino Y., Targett-Adams P., Tayebi M., Tayyem R., Tebbe C. C., Telfer E. E., Tempel W., Teodorczyk-Injeyan J. A., Thijs G., Thorne S., Thrift A. G., Tiffon C., Tinnefeld P., Tjahjono D. H., Tolle F., Toth E., Del Tredici A. L., Tsapas A., Tsirigotis K., Turak A., Tzotzos G., Udo E. E., Utsumi T., Vaidyanathan S., Vaillant M., Valsesia A., Vandenbroucke R. E., Veiga F. H., Vendrell M., Vesk P. A., Vickers P., Victor V. M., Villemur R., Vohl M. -C., Voolstra C. R., Vuillemin A., Wakelin S., Waldron L., Walsh L. J., Wang A. Y., Wang F., Wang Y., Watanabe Y., Weigert A., Wen J. -C., Wham C., White E. P., Wiener J., Wilharm G., Wilkinson S., Willmann R., Wilson C., Wirth B., Wojan T. R., Wolff M., Wong B. M., Wu T. -W., Wuerbel H., Xiao X., Xu D., Xu J. W., Xue B., Yalcin S., Yan H., Yang E. -C., Yang S., Yang W., Ye Y., Ye Z. -Q., Yli-Kauhaluoma J., Yoneyama H., Yu Y., Yuan G. -C., Yuh C. -H., Zaccolo M., Zeng C., Zevnik B., Zhang L., Zhang Y., Zhang Z. -Y., Zhao Y., Zhou M., Zuberbier T., Aanei C. M., Ahmad R., Al-Lawama M., Alanio A., Allardyce J., Alonso-Caneiro D., Atack J. M., Baier D., Bansal A., Benezeth Y., Berbesque C., Berrevoet F., Biedermann P. H. W., Bijleveld E., Bittner F., Blombach F., van den Bos W., Boudreau S. A., Bramoweth A. D., Braubach O., Cai Y., Campbell M., Catry T., Chen X., Cheng S., Chung H. -J., Chavez-Fumagalli M. A., Conway A., Costa B. M., Cyr N., Dean L. T., Denzel M. S., Dlamini S. V., Dudley K. J., Dufies M., Ecke T., Eckweiler D., Eixarch E., El-Adawy H., Emmrich J. V., Eustace A. J., Falter-Wagner C. M., Farhoudi R., Fuss J., Gao J., Gill M. R., Gloyn L., Goggs R., Govinden U., Greene G., Greiff V., Grundle D. S., Gruneberg P., Gumede N., Haore G., Harrison P., Hoenner X., Hojsgaard D., Hori H., Ikonomopoulou M. P., Jeurissen P., Johnson D. M., Kabra D., Kamagata K., Karmakar C., Kasian O., Kaye L. K., Khan M. M., Kim Y. -M., Kish J. K., Kobold S., Kohanbash G., Kohls G., Kugler J. -M., Kumar G., Lacy-Colson J., Latif A., Lauschke V. M., Li B., Lim C. J., Liu X., Lu J. -J., Lu Q., Mahavadi P., Marzocchi U., McGarrigle C. A., van Meerten T., Min R., Moal I., Molari M., Molleman L., Mondal S. R., van de Mortel T., Moss W. N., Moultos O. A., Mukherjee M., Nakayama K., Narayan E., Neumann P. -A., Nie J., Nie Y., Niemeyer F., Nolan F., Nwaiwu O., Oldenmenger W. H., Olumayede E., Ou J., Pallebage-Gamarallage M., Pearce S. P., Pelkonen T., Pelleri M. C., Pereira J. L., Pheko M., Pinto K. A., Piovesan A., Pluess M., Podolsky I. M., Prescott J., Qi D., Qi X., Raikou V. D., Ranft A., Rhodes J., Rotge J. -Y., Rowe A. D., Saggar M., Schuon R. A., Shahid S., Shalchyan V., Shirvalkar P., Shiryayev O., Singh J., Smout M. J., Soares A., Song C., Srivastava K., Srivastava R. K., Sun J., Szabo A., Szymanski W., Tai C. N. P., Takeuchi H., Tanadini-Lang S., Tang F., Tao W., Theron G., Tian C. F., Tian Y. -S., Tuttle L. M., Valenti A., Verlot P., Walker M., Wang J., Welter D., Winslade M., Wu D., Wu Y. -R., Xiao H., Xu B., Xu Z., Yang D., Yang M., Yankilevich P., You Y., Yu C., Zhan J., Zhang G., Zhang K., Zhang T., Zhao G., Zhao J., Zhou X., Zhu Z., Ajani P. A., Anazodo U. C., Bagloee S. A., Bail K., Bar I., Bathelt J., Benkeser D., Bernier M. L., Blanchard A. M., Boakye D. W., Bonatsos V., Boon M. H., Bouboulis G., Bromfield E., Brown J., Bul K. C. M., Burton K. J., Butkowski E. G., Carroll G., Chao F., Charrier E. E., Chen Y. -C., Choi J. R., Christoffersen T., Comel J. C., Cosse C., Cui Y., van Dessel P., Diodato D., Duffey M., Dutt A., Egea L. G., El-Said M., Faye M., Fernandez-Fernandez B., Foley K. G., Founou L. L., Fu F., Gadelkareem R. A., Galimov E., Garip G., Gemmill A., Gouil Q., Grey J., Gridneva Z., Grothe M. J., Grebert T., Guerrero F., Guignard L., Haenssgen M. J., Hasler D., Holgate J. Y., Huang A., Hulse-Kemp A. M., Jean-Quartier C., Jeon S. -M., Jia Y., Jutzeler C., Kalatzis P., Karim M., Karsay K., Keitel A., Kempe A., Keown J. R., Khoo C. M., Khwaja N., Kievit R. A., Kosanic S., Koutoukidis D. A., Kramer P., Kumar D., Kirag N., Lanza G., Le T. D., Leem J. W., Leightley D., Leite A., Lercher L., Li Y., Lim R., Lima L. R. A., Lin L., Ling T., Liu Y., Liu Z., Lu Y., Lum F. M., Luo H., Machhi J., Macleod A., Macwan I., Madala H. R., Madani N., de Maio N., Makowiecki K., Mallinson D. J., Margelyte R., Maria C., Markonis Y., Marsili L., Mavoa S., McWilliams L., Megersa M., Souto-Maior C., Menichetti J., Mercieca-Bebber R., Miller J. J., Minde D. -P. M., Minges A., Mishra E., Mishra V. R., Moores C., Morrice N., Moskalensky A. E., Navarin N., Negera E., Nolet P., Nordberg A., Norden R., Nowicki J. P., Olova N., Olszewski P., Onzima R., Pan C. -L., Park C., Park D. I., Park S., Patil C. D., Pedro S. A., Perry S. R., Peter J., Peterson B. M., Pezzuolo A., Pozdnyakov I., Qian S., Qin L., Rafe A., Raote I., Raza A., Rebl H., Refai O., Regan T., Richa T., Richardson M. F., Robinson K. R., Rossoni L., Rouet R., Safaei S., Schneeberger P. H. H., Schwotzer D., Sebastian A., Selinski J., Seltmann S., Sha F., Shalev N., Shang J. -L., Singer J., Singh M., Smith T., Solomon-Moore E., Song L., Soraggi S., Stanley R., Steckhan N., Strobl F., Subissi L., Supriyanto I., Surve C. R., Suzuki T., Syme C., Sorelius K., Tang Y., Tantawy M., Tennakoon S., Teseo S., Toelzer C., Tomov N., Tovar M., Tran L., Tripathi S., Tuladhar A. M., Ukubuiwe A. C., Ung C. O. L., Valgepea K., Vatanparast H., Vidal A., Wang Q., Watari R., Webster R., Wei J., Wibowo D., Wingenbach T. S. H., Xavier R. M., Xiao S., Xiong P., Xu S., Yao R., Yao W., Yin Q., Zaitsu M., Zeineb Z., Zhan X. -Y., Zhang R., Zhang W., Zheng S., Zhou B., Ahmad H., Akinwumi S. A., Albery G. F., Alhowimel A., Ali J., Alshehri M., Alsuhaibani M., Anikin A., Azubuike S. O., Bach-Mortensen A., Baltiansky L., Bartas M., Belachew K. Y., Bhardwaj V., Binder K., Bland N. S., Boah M., Bullen B., Calabro G. E., Callahan T. J., Cao B., Chalmers K., Chang W., Che Z., Chen A. T. Y., Chen Z., Choi Y., Chowdhury M. A. K., Christensen M. R., Cooke R. S. C., Cottini M., Covington N. V., Cunningham C., Delarocque J., Devos L., Dhar A. R., Ding K. -F., Dong K., Dong Z., Dreyer N., Ekstrand C., Fardet T., Feleke B. E., Feurer T., Freitas A., Gao T., Giganti F., Grabowski P., Guerra-Mora J. R., Guo C., Guo X., Gupta H., He S., Heijne M., Heinemann S., Hogrebe A., Huang Z., Iskander-Rizk S., Iyer L. M., Jahan Y., James A. S., Joel E., Joffroy B., Jegousse C., Kambondo G., Karnati P., Kaya C., Ke A., Kelly D., Kickert R., Kidibule P. E., Kieselmann J. P., Kim H. J., Kitazawa T., Lamberts A., Liang H., Linn S. N., Litfin T., Liusuo W., Lygirou V., Mahato A. K., Mai Z. -M., Major R. W., Mali S., Mallis P., Mao W., Marvin-Dowle K., Mason L. D., Merideth B., Merino-Plaza M. J., Merlaen B., Messina R., Mishra A. K., Muhammad J., Musinguzi C., Nanou A., Naqash A., Nguyen J. T., Nguyen T. T. H., Ni D., Notcovich S., Ohst B., Ollivier Q. R., Osses D. F., Peng X., Plantinga A., Pulia M., Rafiq M., Raman A., Rawski R., Ray A., Razak L. A., Rudolf K., Rusch P., Sadoine M. L., Schmidt A., Schurr R., Searles S., Sharma S., Sheehan B., Shi C., Shohayeb B., Sommerlad A., Strehlow J., Sun X., Sundar R., Taherzadeh G., Tahir N. D. M., Tang J., Testa J., Tian Z., Tingting Q., Verheijen G. P., Vickstrom C., Wang T., Wang X., Wang Z., Wei P., Wilson A., Yassine A. -A., Yousefzadeh A., Zare A., Zeng Z., Zhang H., Zhou J., Zhu D., Adamo V., Adeyemo A. A., Aggelidou M., Al-Owaifeer A. M., Al-Riyami A. Z., Alzghari S. K., Andersen V., Angus K., Asaduzzaman M., Asady H., Ato D., Bai X., Baines R. L., Ballantyne M., Ban B., Beck J., Ben-Nafa W., Black E., Blancher A., Blankstein R., Bodagh N., Borges P., Brooks A., Brox-Ponce J., Brunetti A., Canham C. D., Carninci P., Carvajal R., Chang S. C., Chao J., Chatterjee P., Chen L., Chhatriwalla A. K., Chikowe I., Chuang T. -J., Collevatti R. G., Cornejo D. A. V., Cuenda A., Dao M., Dauga D., Deng Z., Devkota K., Doan L. V., Elewa Y. H. A., Fan D., Faruk M., Feifei S., Ferguson T. S., Fleres F., Foster E. J., Foster S., Furer T., Gao Y., Garcia-Rivera E. J., Gazdar A., George R. B., Ghosh S., Gianchecchi E., Gleason J. M., Hackshaw A., Hall A., Hall R., Harper P., Hogg W. E., Huang G., Hunter K. E., Ijzerman A. P., Jesus C., Jian G., Lewis J. S., Kanj S. S., Kaur H., Kheir F., Kichatova V. S., Kiyani M., Klein R., Kovesi T., Kraschnewski J. L., Kumar A. P., Labutin D., Lazo-Langner A., Leclercq G., Li M., Li Q., Li T., Liao W. -T., Liao Z. -Y., Lin J., Lizer J., Lobreglio G., Lowies C., Lu C., Majeed H., Martin A., Martinez-Sobrido L., Meresh E., Middelveen M., Mohebbi A., Mota J., Mozaheb Z., Muyaya L., Nandhakumar A., Ng S. H. X., Obeidat M., Oh D. -H., Owais M., Pace-Asciak P., Panwar A., Patterson C., Penagos-Tabaree F., Pianosi P. T., Pinzi V., Pridans C., Psaroulaki A., Pujala R. K., Pulido-Arjona L., Qi P. -F., Rahman P., Rai N. K., Rassaf T., Refardt J., Ricciardi W., Riess O., Rovas A., Sacks F. M., Saleh S., Sampson C., Schmutz A., Sepanski R., Sharma N., Spearman P., Subramaniapillai M., Swali R., Tan C. M., Tellechea J. I., Thomas L. -M., Tong X., Vavvas D. G., Veys R., Vitriol V., Wang H. -D., Waugh J., Webb S. A., Williams B. A., Workman A. D., Xiang T., Xie L. -X., Xu T., Yang C., Yoon J. G., Yuan C. M., Zaritsky A., Zhao H., Zuckerman H., Lyu R., Pullan W., Brown, P, Zhou, Y, Tan, A, El-Esawi, M, Liehr, T, Blanck, O, Gladue, D, Almeida, G, Cernava, T, Sorzano, C, Yeung, A, Engel, M, Chandrasekaran, A, Muth, T, Staege, M, Daulatabad, S, Widera, D, Zhang, J, Meule, A, Honjo, K, Pourret, O, Yin, C, Zhang, Z, Cascella, M, Flegel, W, Goodyear, C, van Raaij, M, Bukowy-Bieryllo, Z, Campana, L, Kurniawan, N, Lalaouna, D, Huttner, F, Ammerman, B, Ehret, F, Cobine, P, Tan, E, Han, H, Xia, W, Mccrum, C, Dings, R, Marinello, F, Nilsson, H, Nixon, B, Voskarides, K, Yang, L, Costa, V, Bengtsson-Palme, J, Bradshaw, W, Grimm, D, Kumar, N, Martis, E, Prieto, D, Sabnis, S, Amer, S, Liew, A, Perco, P, Rahimi, F, Riva, G, Zhang, C, Devkota, H, Ogami, K, Basharat, Z, Fierz, W, Siebers, R, Tan, K, Boehme, K, Brenneisen, P, Brown, J, Dalrymple, B, Harvey, D, Ng, G, Werten, S, Bleackley, M, Dai, Z, Dhariwal, R, Gelfer, Y, Hartmann, M, Miotla, P, Tamaian, R, Govender, P, Gurney-Champion, O, Kauppila, J, Zhang, X, Echeverria, N, Subhash, S, Sallmon, H, Tofani, M, Bae, T, Bosch, O, Cuiv, P, Danchin, A, Diouf, B, Eerola, T, Evangelou, E, Filipp, F, Klump, H, Kurgan, L, Smith, S, Terrier, O, Tuttle, N, Ascher, D, Janga, S, Schulte, L, Becker, D, Browngardt, C, Bush, S, Gaullier, G, Ide, K, Meseko, C, Werner, G, Zaucha, J, Al-Farha, A, Greenwald, N, Popoola, S, Rahman, S, Xu, J, Yang, S, Hiroi, N, Alper, O, Baker, C, Bitzer, M, Chacko, G, Debrabant, B, Dixon, R, Forano, E, Gilliham, M, Kelly, S, Klempnauer, K, Lidbury, B, Lin, M, Lynch, I, Ma, W, Maibach, E, Mather, D, Nandakumar, K, Ohgami, R, Parchi, P, Tressoldi, P, Xue, Y, Armitage, C, Barraud, P, Chatzitheochari, S, Coelho, L, Diao, J, Doxey, A, Gobet, A, Hu, P, Kaiser, S, Mitchell, K, Salama, M, Shabalin, I, Song, H, Stevanovic, D, Yadollahpour, A, Zeng, E, Zinke, K, Alimba, C, Beyene, T, Cao, Z, Chan, S, Gatchell, M, Kleppe, A, Piotrowski, M, Torga, G, Woldesemayat, A, Cosacak, M, Haston, S, Ross, S, Williams, R, Wong, A, Abramowitz, M, Effiong, A, Lee, S, Abid, M, Agarabi, C, Alaux, C, Albrecht, D, Atkins, G, Beck, C, Bonvin, A, Bourke, E, Brand, T, Braun, R, Bull, J, Cardoso, P, Carter, D, Delahay, R, Ducommun, B, Duijf, P, Epp, T, Eskelinen, E, Fallah, M, Farber, D, Fernandez-Triana, J, Feyerabend, F, Florio, T, Friebe, M, Furuta, S, Gabrielsen, M, Gruber, J, Grybos, M, Han, Q, Heinrich, M, Helantera, H, Huber, M, Jeltsch, A, Jiang, F, Josse, C, Jurman, G, Kamiya, H, de Keersmaecker, K, Kristiansson, E, de Leeuw, F, Li, J, Liang, S, Lopez-Escamez, J, Lopez-Ruiz, F, Marchbank, K, Marschalek, R, Martin, C, Miele, A, Montagutelli, X, Morcillo, E, Nicoletti, R, Niehof, M, O'Toole, R, Ohtomo, T, Oster, H, Palma, J, Paterson, R, Peifer, M, Portilla, M, Portillo, M, Pritchard, A, Pusch, S, Raghava, G, Roberts, N, Ross, K, Schuele, B, Sergeant, K, Shen, J, Stella, A, Sukocheva, O, Uversky, V, Vanneste, S, Villet, M, Viveiros, M, Vorholt, J, Weinstock, C, Yamato, M, Zabetakis, I, Zhao, X, Ziegler, A, Aizat, W, Atlas, L, Bridges, K, Chakraborty, S, Deschodt, M, Domingues, H, Esfahlani, S, Falk, S, Guisado, J, Kane, N, Kueberuwa, G, Lau, C, Liang, D, Liu, E, Luu, A, Ma, C, Ma, L, Moyer, R, Norris, A, Panthee, S, Parsons, J, Peng, Y, Pinto, I, Reschke, C, Sillanpaa, E, Stewart, C, Uhle, F, Yang, H, Zhou, K, Zhu, S, Ashry, M, Bergsland, N, Berthold, M, Chen, C, Colella, V, Cuypers, M, Eskew, E, Fan, X, Gajda, M, Gonzalezlez-Prendes, R, Goodin, A, Graham, E, Groen, E, Gutierrez-Sacristan, A, Habes, M, Heffler, E, Higginbottom, D, Janzen, T, Jayaraman, J, Jibb, L, Jongen, S, Kinyanjui, T, Koleva-Kolarova, R, Li, Z, Liu, Y, Lund, B, Lussier, A, Mier, P, Moore, M, Nagler, K, Orme, M, Pearson, J, Prajapati, A, Saito, Y, Troder, S, Uchendu, F, Verloh, N, Voutchkova, D, Abu-Zaid, A, Bakkach, J, Baumert, P, Dono, M, Hanson, J, Herbelet, S, Hobbs, E, Kulkarni, A, Liu, S, Loft, N, Reddan, T, Senghore, T, Vindin, H, Xu, H, Bannon, R, Chen, B, Cheung, J, Cooper, J, Esnakula, A, Feghali, K, Ghelardi, E, Gnasso, A, Horbar, J, Lai, H, Ma, R, Pan, Z, Peres, M, Pranata, R, Seow, E, Sydes, M, Testoni, I, Westermair, A, Yang, Y, Afnan, M, Albiol, J, Albuquerque, L, Amir, S, Amiya, E, Amorim, R, An, Q, Andersen, S, Aplin, J, Argyropoulos, C, Asmann, Y, Assaeed, A, Atanasov, A, Atchison, D, Avery, S, Avillach, P, Baade, P, Backman, L, Badie, C, Baldi, A, Ball, E, Bardot, O, Barnett, A, Basner, M, Batra, J, Bazanova, O, Beale, A, Beddoe, T, Bell, M, Berezikov, E, Berners-Price, S, Bernhardt, P, Berry, E, Bessa, T, Billington, C, Birch, J, Blakely, R, Blaskovich, M, Blum, R, Boelaert, M, Bogdanos, D, Bosch, C, Bourgoin, T, Bouvard, D, Boykin, L, Bradley, G, Braun, D, Brownlie, J, Bruhl, A, Burt, A, Butler, L, Byrareddy, S, Byrne, H, Cabantous, S, Calatayud, S, Candal, E, Carlson, K, Casillas, S, Castelvetro, V, Caswell, P, Cavalli, G, Cerovsky, V, Chagoyen, M, Chen, D, Chen, H, Chen, J, Chen, Y, Cheng, C, Cheng, J, Chinapaw, M, Chinopoulos, C, Cho, W, Chong, L, Chowdhury, D, Chwalibog, A, Ciresi, A, Cockcroft, S, Conesa, A, Cook, P, Cooper, D, Coqueret, O, Corea, E, Costa, A, Costa, E, Coupland, C, Crawford, S, Cruz, A, Cui, H, Cui, Q, Culver, D, D'Angiulli, A, Dahms, T, Daigle, F, Dalgleish, R, Danielsen, H, Darras, S, Davidson, S, Day, D, Degirmenci, V, Demaison, L, Devriendt, K, Ding, J, Dogan, Y, Dong, X, Donner, C, Dressick, W, Drevon, C, Duan, H, Ducho, C, Dumaz, N, Dwarakanath, B, Ebell, M, Eisenhardt, S, Elkum, N, Engel, N, Erickson, T, Fairhead, M, Faville, M, Fejzo, M, Festa, F, Feteira, A, Flood-Page, P, Forsayeth, J, Fox, S, Franks, S, Frentiu, F, Frilander, M, Fu, X, Fujita, S, Galea, I, Galluzzi, L, Gani, F, Ganpule, A, Garcia-Alix, A, Gedye, K, Giordano, M, Giunta, C, Gleeson, P, Goarant, C, Gong, H, Gora, D, Gough, M, Goyal, R, Graham, K, Grande-Perez, A, Graves, P, Greidanus, H, Grice, D, Grunau, C, Gumulya, Y, Guo, Y, Gurevich, V, Gusev, O, Hacker, E, Hage, S, Hagen, G, Hahn, S, Haller, D, Hammerschmidt, S, Han, J, Han, R, Handfield, M, Hapuarachchi, H, Harder, T, Hardingham, J, Heck, M, Heers, M, Hew, K, Higuchi, Y, Hilaire, C, Hilton, R, Hodzic, E, Hone, A, Hongoh, Y, Hu, G, Huber, H, Hueso, L, Huirne, J, Hurt, L, Idborg, H, Ikeo, K, Ingley, E, Jakeman, P, Jensen, A, Jia, H, Jia, S, Jiang, J, Jiang, X, Jin, Y, Jo, D, Johnson, A, Johnston, M, Jonscher, K, Jorens, P, Jorgensen, J, Joubert, J, Jung, S, Junior, A, Kahan, T, Kamboj, S, Kang, Y, Karamanos, Y, Karp, N, Kelly, R, Kenna, R, Kennedy, J, Kersten, B, Khalaf, R, Khalid, J, Khatlani, T, Khider, T, Kijanka, G, King, S, Kluz, T, Knox, P, Kobayashi, T, Koch, K, Kohonen-Corish, M, Kong, X, Konkle-Parker, D, Korpela, K, Kostrikis, L, Kraiczy, P, Kratz, H, Krause, G, Krebsbach, P, Kristensen, S, Kumari, P, Kunimatsu, A, Kurdak, H, Kwon, Y, Lachat, C, Lagisz, M, Laky, B, Lammerding, J, Lange, M, Larrosa, M, Laslett, A, Laverman, G, Leclair, E, Lee, K, Lee, M, Li, G, Lieb, K, Lim, Y, Lindsey, M, Line, P, Liu, D, Liu, F, Liu, H, Lloyd, V, Lo, T, Locci, E, Loidl, J, Lorenzen, J, Lorkowski, S, Lovell, N, Lu, H, Lu, W, Lu, Z, Luengo, G, Lundh, L, Lysy, P, Mabb, A, Mack, H, Mackey, D, Mahdavi, S, Maher, P, Maher, T, Maity, S, Malgrange, B, Mamoulakis, C, Mangoni, A, Manke, T, Manstead, A, Mantalaris, A, Marsal, J, Marschall, H, Martin, F, Martinez-Raga, J, Martinez-Salas, E, Mathieu, D, Matsui, Y, Maza, E, Mccutcheon, J, Mckay, G, Mcmillan, B, Mcmillan, N, Meads, C, Medina, L, Merrick, B, Metzger, D, Meunier, F, Michaelis, M, Micheau, O, Mihara, H, Mintz, E, Mizukami, T, Moalic, Y, Mohapatra, D, Monteiro, A, Montes, M, Moran, J, Morozov, S, Mort, M, Murai, N, Murphy, D, Murphy, S, Murray, S, Naganawa, S, Nammi, S, Nasios, G, Natoli, R, Nguyen, F, Nicol, C, van Nieuwerburgh, F, Nilsen, E, Nobile, C, O'Mahony, M, Ohlsson, S, Olatunbosun, O, Olofsson, P, Ortiz, A, Ostrikov, K, Otto, S, Outeiro, T, Ouyang, S, Paganoni, S, Page, A, Palm, C, Paradies, Y, Parsons, M, Parsons, N, Pascal, P, Paul, E, Peckham, M, Pedemonte, N, Pellizzon, M, Petrelli, M, Pichugin, A, Pinto, C, Plevris, J, Pollesello, P, Polz, M, Ponti, G, Porcelli, P, Prince, M, Quinn, G, Quinn, T, Ramula, S, Rappsilber, J, Rehfeldt, F, Reiling, J, Remacle, C, Rezaei, M, Riddick, E, Ritter, U, Roach, N, Roberts, D, Robles, G, Rodrigues, T, Rodriguez, C, Roislien, J, Roobol, M, Rowe, A, Ruepp, A, van Ruitenbeek, J, Rust, P, Saad, S, Sack, G, Santos, M, Saudemont, A, Sava, G, Schrading, S, Schramm, A, Schreiber, M, Schuler, S, Schymkowitz, J, Sczyrba, A, Seib, K, Shi, H, Shimada, T, Shin, J, Shortt, C, Silveyra, P, Skinner, D, Small, I, Smeets, P, So, P, Solano, F, Sonenshine, D, Song, J, Southall, T, Speakman, J, Srinivasan, M, Stabile, L, Stasiak, A, Steadman, K, Stein, N, Stephens, A, Stewart, D, Stine, K, Storlazzi, C, Stoynova, N, Strzalka, W, Suarez, O, Sultana, T, Sumant, A, Summers, M, Sun, G, Tacon, P, Tanaka, K, Tang, H, Tanino, Y, Targett-Adams, P, Tayebi, M, Tayyem, R, Tebbe, C, Telfer, E, Tempel, W, Teodorczyk-Injeyan, J, Thijs, G, Thorne, S, Thrift, A, Tiffon, C, Tinnefeld, P, Tjahjono, D, Tolle, F, Toth, E, Del Tredici, A, Tsapas, A, Tsirigotis, K, Turak, A, Tzotzos, G, Udo, E, Utsumi, T, Vaidyanathan, S, Vaillant, M, Valsesia, A, Vandenbroucke, R, Veiga, F, Vendrell, M, Vesk, P, Vickers, P, Victor, V, Villemur, R, Vohl, M, Voolstra, C, Vuillemin, A, Wakelin, S, Waldron, L, Walsh, L, Wang, A, Wang, F, Wang, Y, Watanabe, Y, Weigert, A, Wen, J, Wham, C, White, E, Wiener, J, Wilharm, G, Wilkinson, S, Willmann, R, Wilson, C, Wirth, B, Wojan, T, Wolff, M, Wong, B, Wu, T, Wuerbel, H, Xiao, X, Xu, D, Xue, B, Yalcin, S, Yan, H, Yang, E, Yang, W, Ye, Y, Ye, Z, Yli-Kauhaluoma, J, Yoneyama, H, Yu, Y, Yuan, G, Yuh, C, Zaccolo, M, Zeng, C, Zevnik, B, Zhang, L, Zhang, Y, Zhao, Y, Zhou, M, Zuberbier, T, Aanei, C, Ahmad, R, Al-Lawama, M, Alanio, A, Allardyce, J, Alonso-Caneiro, D, Atack, J, Baier, D, Bansal, A, Benezeth, Y, Berbesque, C, Berrevoet, F, Biedermann, P, Bijleveld, E, Bittner, F, Blombach, F, van den Bos, W, Boudreau, S, Bramoweth, A, Braubach, O, Cai, Y, Campbell, M, Catry, T, Chen, X, Cheng, S, Chung, H, Chavez-Fumagalli, M, Conway, A, Costa, B, Cyr, N, Dean, L, Denzel, M, Dlamini, S, Dudley, K, Dufies, M, Ecke, T, Eckweiler, D, Eixarch, E, El-Adawy, H, Emmrich, J, Eustace, A, Falter-Wagner, C, Farhoudi, R, Fuss, J, Gao, J, Gill, M, Gloyn, L, Goggs, R, Govinden, U, Greene, G, Greiff, V, Grundle, D, Gruneberg, P, Gumede, N, Haore, G, Harrison, P, Hoenner, X, Hojsgaard, D, Hori, H, Ikonomopoulou, M, Jeurissen, P, Johnson, D, Kabra, D, Kamagata, K, Karmakar, C, Kasian, O, Kaye, L, Khan, M, Kim, Y, Kish, J, Kobold, S, Kohanbash, G, Kohls, G, Kugler, J, Kumar, G, Lacy-Colson, J, Latif, A, Lauschke, V, Li, B, Lim, C, Liu, X, Lu, J, Lu, Q, Mahavadi, P, Marzocchi, U, Mcgarrigle, C, van Meerten, T, Min, R, Moal, I, Molari, M, Molleman, L, Mondal, S, van de Mortel, T, Moss, W, Moultos, O, Mukherjee, M, Nakayama, K, Narayan, E, Navaratnarajah, Neumann, P, Nie, J, Nie, Y, Niemeyer, F, Nolan, F, Nwaiwu, O, Oldenmenger, W, Olumayede, E, Ou, J, Pallebage-Gamarallage, M, Pearce, S, Pelkonen, T, Pelleri, M, Pereira, J, Pheko, M, Pinto, K, Piovesan, A, Pluess, M, Podolsky, I, Prescott, J, Qi, D, Qi, X, Raikou, V, Ranft, A, Rhodes, J, Rotge, J, Saggar, M, Schuon, R, Shahid, S, Shalchyan, V, Shirvalkar, P, Shiryayev, O, Singh, J, Smout, M, Soares, A, Song, C, Srivastava, K, Srivastava, R, Sun, J, Szabo, A, Szymanski, W, Tai, C, Takeuchi, H, Tanadini-Lang, S, Tang, F, Tao, W, Theron, G, Tian, C, Tian, Y, Tuttle, L, Valenti, A, Verlot, P, Walker, M, Wang, J, Welter, D, Winslade, M, Wu, D, Wu, Y, Xiao, H, Xu, B, Xu, Z, Yang, D, Yang, M, Yankilevich, P, You, Y, Yu, C, Zhan, J, Zhang, G, Zhang, K, Zhang, T, Zhao, G, Zhao, J, Zhou, X, Zhu, Z, Ajani, P, Anazodo, U, Bagloee, S, Bail, K, Bar, I, Bathelt, J, Benkeser, D, Bernier, M, Blanchard, A, Boakye, D, Bonatsos, V, Boon, M, Bouboulis, G, Bromfield, E, Bul, K, Burton, K, Butkowski, E, Carroll, G, Chao, F, Charrier, E, Chenguang, Choi, J, Christoffersen, T, Comel, J, Cosse, C, Cui, Y, van Dessel, P, Dhaval, Diodato, D, Duffey, M, Dutt, A, Egea, L, El-Said, M, Faye, M, Fernandez-Fernandez, B, Foley, K, Founou, L, Fu, F, Gadelkareem, R, Galimov, E, Garip, G, Gemmill, A, Gouil, Q, Grey, J, Gridneva, Z, Grothe, M, Grebert, T, Guerrero, F, Guignard, L, Haenssgen, M, Hasler, D, Holgate, J, Huang, A, Hulse-Kemp, A, Jean-Quartier, C, Jeon, S, Jia, Y, Jutzeler, C, Kalatzis, P, Karim, M, Karsay, K, Keitel, A, Kempe, A, Keown, J, Khoo, C, Khwaja, N, Kievit, R, Kosanic, S, Koutoukidis, D, Kramer, P, Kumar, D, Kirag, N, Lanza, G, Le, T, Leem, J, Leightley, D, Leite, A, Lercher, L, Li, Y, Lim, R, Lima, L, Lin, L, Ling, T, Liu, Z, Lu, Y, Lum, F, Luo, H, Machhi, J, Macleod, A, Macwan, I, Madala, H, Madani, N, de Maio, N, Makowiecki, K, Mallinson, D, Margelyte, R, Maria, C, Markonis, Y, Marsili, L, Mavoa, S, Mcwilliams, L, Megersa, M, Souto-Maior, C, Menichetti, J, Mercieca-Bebber, R, Miller, J, Minde, D, Minges, A, Mishra, E, Mishra, V, Moores, C, Morrice, N, Moskalensky, A, Navarin, N, Negera, E, Nolet, P, Nordberg, A, Norden, R, Nowicki, J, Olova, N, Olszewski, P, Onzima, R, Pan, C, Park, C, Park, D, Park, S, Patil, C, Pedro, S, Perry, S, Peter, J, Peterson, B, Pezzuolo, A, Pozdnyakov, I, Qian, S, Qin, L, Rafe, A, Raote, I, Raza, A, Rebl, H, Refai, O, Regan, T, Richa, T, Richardson, M, Robinson, K, Rossoni, L, Rouet, R, Safaei, S, Schneeberger, P, Schwotzer, D, Sebastian, A, Selinski, J, Seltmann, S, Sha, F, Shalev, N, Shang, J, Singer, J, Singh, M, Smith, T, Solomon-Moore, E, Song, L, Soraggi, S, Stanley, R, Steckhan, N, Strobl, F, Subissi, L, Supriyanto, I, Surve, C, Suzuki, T, Syme, C, Sorelius, K, Tang, Y, Tantawy, M, Tennakoon, S, Teseo, S, Toelzer, C, Tomov, N, Tovar, M, Tran, L, Tripathi, S, Tuladhar, A, Ukubuiwe, A, Ung, C, Valgepea, K, Vatanparast, H, Vidal, A, Wang, Q, Watari, R, Webster, R, Wei, J, Wibowo, D, Wingenbach, T, Xavier, R, Xiao, S, Xiong, P, Xu, S, Yao, R, Yao, W, Yin, Q, Zaitsu, M, Zeineb, Z, Zhan, X, Zhang, R, Zhang, W, Zheng, S, Zhou, B, Ahmad, H, Akinwumi, S, Albery, G, Alhowimel, A, Ali, J, Alshehri, M, Alsuhaibani, M, Anikin, A, Azubuike, S, Bach-Mortensen, A, Baltiansky, L, Bartas, M, Belachew, K, Bhardwaj, V, Binder, K, Bland, N, Boah, M, Bullen, B, Calabro, G, Callahan, T, Cao, B, Chalmers, K, Chang, W, Che, Z, Chen, A, Chen, Z, Choi, Y, Chowdhury, M, Christensen, M, Cooke, R, Cottini, M, Covington, N, Cunningham, C, Delarocque, J, Devos, L, Dhar, A, Ding, K, Dong, K, Dong, Z, Dreyer, N, Ekstrand, C, Fardet, T, Feleke, B, Feurer, T, Freitas, A, Gao, T, Gebremedhin, Giganti, F, Grabowski, P, Guerra-Mora, J, Guo, C, Guo, X, Gupta, H, He, S, Heijne, M, Heinemann, S, Hogrebe, A, Huang, Z, Iskander-Rizk, S, Iyer, L, Jahan, Y, James, A, Joel, E, Joffroy, B, Jegousse, C, Kambondo, G, Karnati, P, Kaya, C, Ke, A, Kelly, D, Kickert, R, Kidibule, P, Kieselmann, J, Kim, H, Kitazawa, T, Lamberts, A, Liang, H, Linn, S, Litfin, T, Liusuo, W, Lygirou, V, Mahato, A, Mai, Z, Major, R, Mali, S, Mallis, P, Mao, W, Marvin-Dowle, K, Mason, L, Merideth, B, Merino-Plaza, M, Merlaen, B, Messina, R, Mishra, A, Muhammad, J, Musinguzi, C, Nanou, A, Naqash, A, Nguyen, J, Nguyen, T, Ni, D, Nida, Notcovich, S, Ohst, B, Ollivier, Q, Osses, D, Peng, X, Plantinga, A, Pulia, M, Rafiq, M, Raman, A, Raucher-Chene, Rawski, R, Ray, A, Razak, L, Rudolf, K, Rusch, P, Sadoine, M, Schmidt, A, Schurr, R, Searles, S, Sharma, S, Sheehan, B, Shi, C, Shohayeb, B, Sommerlad, A, Strehlow, J, Sun, X, Sundar, R, Taherzadeh, G, Tahir, N, Tang, J, Testa, J, Tian, Z, Tingting, Q, Verheijen, G, Vickstrom, C, Wang, T, Wang, X, Wang, Z, Wei, P, Wilson, A, Wyart, Yassine, A, Yousefzadeh, A, Zare, A, Zeng, Z, Zhang, H, Zhou, J, Zhu, D, Adamo, V, Adeyemo, A, Aggelidou, M, Al-Owaifeer, A, Al-Riyami, A, Alzghari, S, Andersen, V, Angus, K, Asaduzzaman, M, Asady, H, Ato, D, Bai, X, Baines, R, Ballantyne, M, Ban, B, Beck, J, Ben-Nafa, W, Black, E, Blancher, A, Blankstein, R, Bodagh, N, Borges, P, Brooks, A, Brox-Ponce, J, Brunetti, A, Canham, C, Carninci, P, Carvajal, R, Chang, S, Chao, J, Chatterjee, P, Chen, L, Chhatriwalla, A, Chikowe, I, Chuang, T, Collevatti, R, Cornejo, D, Cuenda, A, Dao, M, Dauga, D, Deng, Z, Devkota, K, Doan, L, Elewa, Y, Fan, D, Faruk, M, Feifei, S, Ferguson, T, Fleres, F, Foster, E, Foster, S, Furer, T, Gao, Y, Garcia-Rivera, E, Gazdar, A, George, R, Ghosh, S, Gianchecchi, E, Gleason, J, Hackshaw, A, Hall, A, Hall, R, Harper, P, Hogg, W, Huang, G, Hunter, K, Ijzerman, A, Jesus, C, Jian, G, Lewis, J, Kanj, S, Kaur, H, Kheir, F, Kichatova, V, Kiyani, M, Klein, R, Kovesi, T, Kraschnewski, J, Kumar, A, Labutin, D, Lazo-Langner, A, Leclercq, G, Li, M, Li, Q, Li, T, Liao, W, Liao, Z, Lin, J, Lizer, J, Lobreglio, G, Lowies, C, Lu, C, Majeed, H, Martin, A, Martinez-Sobrido, L, Meresh, E, Middelveen, M, Mohebbi, A, Mota, J, Mozaheb, Z, Muyaya, L, Nandhakumar, A, Ng, S, Obeidat, M, Oh, D, Owais, M, Pace-Asciak, P, Panwar, A, Patterson, C, Penagos-Tabaree, F, Pianosi, P, Pinzi, V, Pridans, C, Psaroulaki, A, Pujala, R, Pulido-Arjona, L, Qi, P, Rahman, P, Rai, N, Rassaf, T, Refardt, J, Ricciardi, W, Riess, O, Rovas, A, Sacks, F, Saleh, S, Sampson, C, Schmutz, A, Sepanski, R, Sharma, N, Spearman, P, Subramaniapillai, M, Swali, R, Tan, C, Tellechea, J, Thomas, L, Tong, X, Vavvas, D, Veys, R, Vitriol, V, Wang, H, Waugh, J, Webb, S, Williams, B, Workman, A, Xiang, T, Xie, L, Xu, T, Yang, C, Yoon, J, Yuan, C, Zaritsky, A, Zhao, H, Zuckerman, H, Lyu, R, Pullan, W, Brown P., Zhou Y., Tan A. -C., El-Esawi M. A., Liehr T., Blanck O., Gladue D. P., Almeida G. M. F., Cernava T., Sorzano C. O., Yeung A. W. K., Engel M. S., Chandrasekaran A. R., Muth T., Staege M. S., Daulatabad S. V., Widera D., Zhang J., Meule A., Honjo K., Pourret O., Yin C. -C., Zhang Z., Cascella M., Flegel W. A., Goodyear C. S., van Raaij M. J., Bukowy-Bieryllo Z., Campana L. G., Kurniawan N. A., Lalaouna D., Huttner F. J., Ammerman B. A., Ehret F., Cobine P. A., Tan E. -C., Han H., Xia W., McCrum C., Dings R. P. M., Marinello F., Nilsson H., Nixon B., Voskarides K., Yang L., Costa V. D., Bengtsson-Palme J., Bradshaw W., Grimm D. G., Kumar N., Martis E., Prieto D., Sabnis S. C., Amer S. E. D. R., Liew A. W. C., Perco P., Rahimi F., Riva G., Zhang C., Devkota H. P., Ogami K., Basharat Z., Fierz W., Siebers R., Tan K. H., Boehme K. A., Brenneisen P., Brown J. A. L., Dalrymple B. P., Harvey D. J., Ng G., Werten S., Bleackley M., Dai Z., Dhariwal R., Gelfer Y., Hartmann M. D., Miotla P., Tamaian R., Govender P., Gurney-Champion O. J., Kauppila J. H., Zhang X., Echeverria N., Subhash S., Sallmon H., Tofani M., Bae T., Bosch O., Cuiv P. O., Danchin A., Diouf B., Eerola T., Evangelou E., Filipp F., Klump H., Kurgan L., Smith S. S., Terrier O., Tuttle N., Ascher D. B., Janga S. C., Schulte L. N., Becker D., Browngardt C., Bush S. J., Gaullier G., Ide K., Meseko C., Werner G. D. A., Zaucha J., Al-Farha A. A., Greenwald N. F., Popoola S. I., Rahman S., Xu J., Yang S. Y., Hiroi N., Alper O. M., Baker C. I., Bitzer M., Chacko G., Debrabant B., Dixon R., Forano E., Gilliham M., Kelly S., Klempnauer K. -H., Lidbury B. A., Lin M. Z., Lynch I., Ma W., Maibach E. W., Mather D. E., Nandakumar K. S., Ohgami R. S., Parchi P., Tressoldi P., Xue Y., Armitage C., Barraud P., Chatzitheochari S., Coelho L. P., Diao J., Doxey A. C., Gobet A., Hu P., Kaiser S., Mitchell K. M., Salama M. F., Shabalin I. G., Song H., Stevanovic D., Yadollahpour A., Zeng E., Zinke K., Alimba C. G., Beyene T. J., Cao Z., Chan S. S., Gatchell M., Kleppe A., Piotrowski M., Torga G., Woldesemayat A. A., Cosacak M. I., Haston S., Ross S. A., Williams R., Wong A., Abramowitz M. K., Effiong A., Lee S., Abid M. B., Agarabi C., Alaux C., Albrecht D. R., Atkins G. J., Beck C. R., Bonvin A. M. J. J., Bourke E., Brand T., Braun R. J., Bull J. A., Cardoso P., Carter D., Delahay R. M., Ducommun B., Duijf P. H. G., Epp T., Eskelinen E. -L., Fallah M., Farber D. B., Fernandez-Triana J., Feyerabend F., Florio T., Friebe M., Furuta S., Gabrielsen M., Gruber J., Grybos M., Han Q., Heinrich M., Helantera H., Huber M., Jeltsch A., Jiang F., Josse C., Jurman G., Kamiya H., de Keersmaecker K., Kristiansson E., de Leeuw F. -E., Li J., Liang S., Lopez-Escamez J. A., Lopez-Ruiz F. J., Marchbank K. J., Marschalek R., Martin C. S., Miele A. E., Montagutelli X., Morcillo E., Nicoletti R., Niehof M., O'Toole R., Ohtomo T., Oster H., Palma J. -A., Paterson R., Peifer M., Portilla M., Portillo M. C., Pritchard A. L., Pusch S., Raghava G. P. S., Roberts N. J., Ross K., Schuele B., Sergeant K., Shen J., Stella A., Sukocheva O., Uversky V. N., Vanneste S., Villet M. H., Viveiros M., Vorholt J. A., Weinstock C., Yamato M., Zabetakis I., Zhao X., Ziegler A., Aizat W. M., Atlas L., Bridges K. M., Chakraborty S., Deschodt M., Domingues H. S., Esfahlani S. S., Falk S., Guisado J. L., Kane N. C., Kueberuwa G., Lau C. L., Liang D., Liu E., Luu A. M., Ma C., Ma L., Moyer R., Norris A. D., Panthee S., Parsons J. R., Peng Y., Pinto I. M., Reschke C. R., Sillanpaa E., Stewart C. J., Uhle F., Yang H., Zhou K., Zhu S., Ashry M., Bergsland N., Berthold M., Chen C. -E., Colella V., Cuypers M., Eskew E. A., Fan X., Gajda M., Gonzalezlez-Prendes R., Goodin A., Graham E. B., Groen E. J. N., Gutierrez-Sacristan A., Habes M., Heffler E., Higginbottom D. B., Janzen T., Jayaraman J., Jibb L. A., Jongen S., Kinyanjui T., Koleva-Kolarova R. G., Li Z., Liu Y. -P., Lund B. A., Lussier A. A., Mier P., Moore M. D., Nagler K., Orme M. W., Pearson J. A., Prajapati A. S., Saito Y., Troder S. E., Uchendu F., Verloh N., Voutchkova D. D., Abu-Zaid A., Bakkach J., Baumert P., Dono M., Hanson J., Herbelet S., Hobbs E., Kulkarni A., Liu S., Loft N. D., Reddan T., Senghore T., Vindin H., Xu H., Bannon R., Chen B., Cheung J. T. K., Cooper J., Esnakula A. K., Feghali K. A., Ghelardi E., Gnasso A., Horbar J., Lai H. M., Ma R., Pan Z., Peres M. A., Pranata R., Seow E., Sydes M., Testoni I., Westermair A. L., Yang Y., Afnan M., Albiol J., Albuquerque L. G., Amir S., Amiya E., Amorim R. M., An Q., Andersen S. U., Aplin J. D., Argyropoulos C., Asmann Y. W., Assaeed A. M., Atanasov A. G., Atchison D. A., Avery S. V., Avillach P., Baade P. D., Backman L., Badie C., Baldi A., Ball E., Bardot O., Barnett A. G., Basner M., Batra J., Bazanova O. M., Beale A., Beddoe T., Bell M. L., Berezikov E., Berners-Price S., Bernhardt P., Berry E., Bessa T. B., Billington C., Birch J., Blakely R. D., Blaskovich M. A. T., Blum R., Boelaert M., Bogdanos D., Bosch C., Bourgoin T., Bouvard D., Boykin L. M., Bradley G., Braun D., Brownlie J., Bruhl A., Burt A., Butler L. M., Byrareddy S. N., Byrne H. J., Cabantous S., Calatayud S., Candal E., Carlson K., Casillas S., Castelvetro V., Caswell P. T., Cavalli G., Cerovsky V., Chagoyen M., Chen C. -S., Chen D. F., Chen H., Chen J. -T., Chen Y., Cheng C., Cheng J., Chinapaw M., Chinopoulos C., Cho W. C. S., Chong L., Chowdhury D., Chwalibog A., Ciresi A., Cockcroft S., Conesa A., Cook P. A., Cooper D. N., Coqueret O., Corea E. M., Costa A., Costa E., Coupland C., Crawford S. Y., Cruz A. D., Cui H., Cui Q., Culver D. C., D'Angiulli A., Dahms T. E. S., Daigle F., Dalgleish R., Danielsen H. E., Darras S., Davidson S. M., Day D. A., Degirmenci V., Demaison L., Devriendt K., Ding J., Dogan Y., Dong X. C., Donner C. F., Dressick W., Drevon C. A., Duan H., Ducho C., Dumaz N., Dwarakanath B. S., Ebell M. H., Eisenhardt S., Elkum N., Engel N., Erickson T. B., Fairhead M., Faville M. J., Fejzo M. S., Festa F., Feteira A., Flood-Page P., Forsayeth J., Fox S. A., Franks S. J., Frentiu F. D., Frilander M. J., Fu X., Fujita S., Galea I., Galluzzi L., Gani F., Ganpule A. P., Garcia-Alix A., Gedye K., Giordano M., Giunta C., Gleeson P. A., Goarant C., Gong H., Gora D., Gough M. J., Goyal R., Graham K. E., Grande-Perez A., Graves P. M., Greidanus H., Grice D., Grunau C., Gumulya Y., Guo Y., Gurevich V. V., Gusev O., Hacker E., Hage S. R., Hagen G., Hahn S., Haller D. M., Hammerschmidt S., Han J., Han R., Handfield M., Hapuarachchi H. C., Harder T., Hardingham J. E., Heck M., Heers M., Hew K. F., Higuchi Y., Hilaire C. St., Hilton R., Hodzic E., Hone A., Hongoh Y., Hu G., Huber H. P., Hueso L. E., Huirne J., Hurt L., Idborg H., Ikeo K., Ingley E., Jakeman P. M., Jensen A., Jia H., Jia S., Jiang J., Jiang X., Jin Y., Jo D., Johnson A. M., Johnston M., Jonscher K. R., Jorens P. G., Jorgensen J. O. L., Joubert J. W., Jung S. -H., Junior A. M., Kahan T., Kamboj S. K., Kang Y. -K., Karamanos Y., Karp N. A., Kelly R., Kenna R., Kennedy J., Kersten B., Khalaf R. A., Khalid J. M., Khatlani T., Khider T., Kijanka G. S., King S. R. B., Kluz T., Knox P., Kobayashi T., Koch K. -W., Kohonen-Corish M. R. J., Kong X., Konkle-Parker D., Korpela K. M., Kostrikis L. G., Kraiczy P., Kratz H., Krause G., Krebsbach P. H., Kristensen S. R., Kumari P., Kunimatsu A., Kurdak H., Kwon Y. D., Lachat C., Lagisz M., Laky B., Lammerding J., Lange M., Larrosa M., Laslett A. L., Laverman G. D., Leclair E. E., Lee K. -W., Lee M. -Y., Lee M. -S., Li G., Lieb K., Lim Y. Y., Lindsey M. L., Line P. -D., Liu D., Liu F., Liu H., Lloyd V. K., Lo T. -W., Locci E., Loidl J., Lorenzen J., Lorkowski S., Lovell N. H., Lu H., Lu W., Lu Z., Luengo G. S., Lundh L. -G., Lysy P. A., Mabb A., Mack H. G., Mackey D. A., Mahdavi S. R., Maher P., Maher T., Maity S. N., Malgrange B., Mamoulakis C., Mangoni A. A., Manke T., Manstead A. S. R., Mantalaris A., Marsal J., Marschall H. -U., Martin F. L., Martinez-Raga J., Martinez-Salas E., Mathieu D., Matsui Y., Maza E., McCutcheon J. E., McKay G. J., McMillan B., McMillan N., Meads C., Medina L., Merrick B. A., Metzger D. W., Meunier F. A., Michaelis M., Micheau O., Mihara H., Mintz E. M., Mizukami T., Moalic Y., Mohapatra D. P., Monteiro A., Montes M., Moran J. V., Morozov S. Y., Mort M., Murai N., Murphy D. J., Murphy S. K., Murray S. A., Naganawa S., Nammi S., Nasios G., Natoli R. M., Nguyen F., Nicol C., van Nieuwerburgh F., Nilsen E. B., Nobile C. J., O'Mahony M., Ohlsson S., Olatunbosun O., Olofsson P., Ortiz A., Ostrikov K., Otto S., Outeiro T. F., Ouyang S., Paganoni S., Page A., Palm C., Paradies Y., Parsons M. H., Parsons N., Pascal P., Paul E., Peckham M., Pedemonte N., Pellizzon M. A., Petrelli M., Pichugin A., Pinto C. J. C., Plevris J. N., Pollesello P., Polz M., Ponti G., Porcelli P., Prince M., Quinn G. P., Quinn T. J., Ramula S., Rappsilber J., Rehfeldt F., Reiling J. H., Remacle C., Rezaei M., Riddick E. W., Ritter U., Roach N. W., Roberts D. D., Robles G., Rodrigues T., Rodriguez C., Roislien J., Roobol M. J., Rowe A., Ruepp A., van Ruitenbeek J., Rust P., Saad S., Sack G. H., Santos M., Saudemont A., Sava G., Schrading S., Schramm A., Schreiber M., Schuler S., Schymkowitz J., Sczyrba A., Seib K. L., Shi H. -P., Shimada T., Shin J. -S., Shortt C., Silveyra P., Skinner D., Small I., Smeets P. A. M., So P. -W., Solano F., Sonenshine D. E., Song J., Southall T., Speakman J. R., Srinivasan M. V., Stabile L. P., Stasiak A., Steadman K. J., Stein N., Stephens A. W., Stewart D. I., Stine K., Storlazzi C., Stoynova N. V., Strzalka W., Suarez O. M., Sultana T., Sumant A. V., Summers M. J., Sun G., Tacon P., Tanaka K., Tang H., Tanino Y., Targett-Adams P., Tayebi M., Tayyem R., Tebbe C. C., Telfer E. E., Tempel W., Teodorczyk-Injeyan J. A., Thijs G., Thorne S., Thrift A. G., Tiffon C., Tinnefeld P., Tjahjono D. H., Tolle F., Toth E., Del Tredici A. L., Tsapas A., Tsirigotis K., Turak A., Tzotzos G., Udo E. E., Utsumi T., Vaidyanathan S., Vaillant M., Valsesia A., Vandenbroucke R. E., Veiga F. H., Vendrell M., Vesk P. A., Vickers P., Victor V. M., Villemur R., Vohl M. -C., Voolstra C. R., Vuillemin A., Wakelin S., Waldron L., Walsh L. J., Wang A. Y., Wang F., Wang Y., Watanabe Y., Weigert A., Wen J. -C., Wham C., White E. P., Wiener J., Wilharm G., Wilkinson S., Willmann R., Wilson C., Wirth B., Wojan T. R., Wolff M., Wong B. M., Wu T. -W., Wuerbel H., Xiao X., Xu D., Xu J. W., Xue B., Yalcin S., Yan H., Yang E. -C., Yang S., Yang W., Ye Y., Ye Z. -Q., Yli-Kauhaluoma J., Yoneyama H., Yu Y., Yuan G. -C., Yuh C. -H., Zaccolo M., Zeng C., Zevnik B., Zhang L., Zhang Y., Zhang Z. -Y., Zhao Y., Zhou M., Zuberbier T., Aanei C. M., Ahmad R., Al-Lawama M., Alanio A., Allardyce J., Alonso-Caneiro D., Atack J. M., Baier D., Bansal A., Benezeth Y., Berbesque C., Berrevoet F., Biedermann P. H. W., Bijleveld E., Bittner F., Blombach F., van den Bos W., Boudreau S. A., Bramoweth A. D., Braubach O., Cai Y., Campbell M., Catry T., Chen X., Cheng S., Chung H. -J., Chavez-Fumagalli M. A., Conway A., Costa B. M., Cyr N., Dean L. T., Denzel M. S., Dlamini S. V., Dudley K. J., Dufies M., Ecke T., Eckweiler D., Eixarch E., El-Adawy H., Emmrich J. V., Eustace A. J., Falter-Wagner C. M., Farhoudi R., Fuss J., Gao J., Gill M. R., Gloyn L., Goggs R., Govinden U., Greene G., Greiff V., Grundle D. S., Gruneberg P., Gumede N., Haore G., Harrison P., Hoenner X., Hojsgaard D., Hori H., Ikonomopoulou M. P., Jeurissen P., Johnson D. M., Kabra D., Kamagata K., Karmakar C., Kasian O., Kaye L. K., Khan M. M., Kim Y. -M., Kish J. K., Kobold S., Kohanbash G., Kohls G., Kugler J. -M., Kumar G., Lacy-Colson J., Latif A., Lauschke V. M., Li B., Lim C. J., Liu X., Lu J. -J., Lu Q., Mahavadi P., Marzocchi U., McGarrigle C. A., van Meerten T., Min R., Moal I., Molari M., Molleman L., Mondal S. R., van de Mortel T., Moss W. N., Moultos O. A., Mukherjee M., Nakayama K., Narayan E., Neumann P. -A., Nie J., Nie Y., Niemeyer F., Nolan F., Nwaiwu O., Oldenmenger W. H., Olumayede E., Ou J., Pallebage-Gamarallage M., Pearce S. P., Pelkonen T., Pelleri M. C., Pereira J. L., Pheko M., Pinto K. A., Piovesan A., Pluess M., Podolsky I. M., Prescott J., Qi D., Qi X., Raikou V. D., Ranft A., Rhodes J., Rotge J. -Y., Rowe A. D., Saggar M., Schuon R. A., Shahid S., Shalchyan V., Shirvalkar P., Shiryayev O., Singh J., Smout M. J., Soares A., Song C., Srivastava K., Srivastava R. K., Sun J., Szabo A., Szymanski W., Tai C. N. P., Takeuchi H., Tanadini-Lang S., Tang F., Tao W., Theron G., Tian C. F., Tian Y. -S., Tuttle L. M., Valenti A., Verlot P., Walker M., Wang J., Welter D., Winslade M., Wu D., Wu Y. -R., Xiao H., Xu B., Xu Z., Yang D., Yang M., Yankilevich P., You Y., Yu C., Zhan J., Zhang G., Zhang K., Zhang T., Zhao G., Zhao J., Zhou X., Zhu Z., Ajani P. A., Anazodo U. C., Bagloee S. A., Bail K., Bar I., Bathelt J., Benkeser D., Bernier M. L., Blanchard A. M., Boakye D. W., Bonatsos V., Boon M. H., Bouboulis G., Bromfield E., Brown J., Bul K. C. M., Burton K. J., Butkowski E. G., Carroll G., Chao F., Charrier E. E., Chen Y. -C., Choi J. R., Christoffersen T., Comel J. C., Cosse C., Cui Y., van Dessel P., Diodato D., Duffey M., Dutt A., Egea L. G., El-Said M., Faye M., Fernandez-Fernandez B., Foley K. G., Founou L. L., Fu F., Gadelkareem R. A., Galimov E., Garip G., Gemmill A., Gouil Q., Grey J., Gridneva Z., Grothe M. J., Grebert T., Guerrero F., Guignard L., Haenssgen M. J., Hasler D., Holgate J. Y., Huang A., Hulse-Kemp A. M., Jean-Quartier C., Jeon S. -M., Jia Y., Jutzeler C., Kalatzis P., Karim M., Karsay K., Keitel A., Kempe A., Keown J. R., Khoo C. M., Khwaja N., Kievit R. A., Kosanic S., Koutoukidis D. A., Kramer P., Kumar D., Kirag N., Lanza G., Le T. D., Leem J. W., Leightley D., Leite A., Lercher L., Li Y., Lim R., Lima L. R. A., Lin L., Ling T., Liu Y., Liu Z., Lu Y., Lum F. M., Luo H., Machhi J., Macleod A., Macwan I., Madala H. R., Madani N., de Maio N., Makowiecki K., Mallinson D. J., Margelyte R., Maria C., Markonis Y., Marsili L., Mavoa S., McWilliams L., Megersa M., Souto-Maior C., Menichetti J., Mercieca-Bebber R., Miller J. J., Minde D. -P. M., Minges A., Mishra E., Mishra V. R., Moores C., Morrice N., Moskalensky A. E., Navarin N., Negera E., Nolet P., Nordberg A., Norden R., Nowicki J. P., Olova N., Olszewski P., Onzima R., Pan C. -L., Park C., Park D. I., Park S., Patil C. D., Pedro S. A., Perry S. R., Peter J., Peterson B. M., Pezzuolo A., Pozdnyakov I., Qian S., Qin L., Rafe A., Raote I., Raza A., Rebl H., Refai O., Regan T., Richa T., Richardson M. F., Robinson K. R., Rossoni L., Rouet R., Safaei S., Schneeberger P. H. H., Schwotzer D., Sebastian A., Selinski J., Seltmann S., Sha F., Shalev N., Shang J. -L., Singer J., Singh M., Smith T., Solomon-Moore E., Song L., Soraggi S., Stanley R., Steckhan N., Strobl F., Subissi L., Supriyanto I., Surve C. R., Suzuki T., Syme C., Sorelius K., Tang Y., Tantawy M., Tennakoon S., Teseo S., Toelzer C., Tomov N., Tovar M., Tran L., Tripathi S., Tuladhar A. M., Ukubuiwe A. C., Ung C. O. L., Valgepea K., Vatanparast H., Vidal A., Wang Q., Watari R., Webster R., Wei J., Wibowo D., Wingenbach T. S. H., Xavier R. M., Xiao S., Xiong P., Xu S., Yao R., Yao W., Yin Q., Zaitsu M., Zeineb Z., Zhan X. -Y., Zhang R., Zhang W., Zheng S., Zhou B., Ahmad H., Akinwumi S. A., Albery G. F., Alhowimel A., Ali J., Alshehri M., Alsuhaibani M., Anikin A., Azubuike S. O., Bach-Mortensen A., Baltiansky L., Bartas M., Belachew K. Y., Bhardwaj V., Binder K., Bland N. S., Boah M., Bullen B., Calabro G. E., Callahan T. J., Cao B., Chalmers K., Chang W., Che Z., Chen A. T. Y., Chen Z., Choi Y., Chowdhury M. A. K., Christensen M. R., Cooke R. S. C., Cottini M., Covington N. V., Cunningham C., Delarocque J., Devos L., Dhar A. R., Ding K. -F., Dong K., Dong Z., Dreyer N., Ekstrand C., Fardet T., Feleke B. E., Feurer T., Freitas A., Gao T., Giganti F., Grabowski P., Guerra-Mora J. R., Guo C., Guo X., Gupta H., He S., Heijne M., Heinemann S., Hogrebe A., Huang Z., Iskander-Rizk S., Iyer L. M., Jahan Y., James A. S., Joel E., Joffroy B., Jegousse C., Kambondo G., Karnati P., Kaya C., Ke A., Kelly D., Kickert R., Kidibule P. E., Kieselmann J. P., Kim H. J., Kitazawa T., Lamberts A., Liang H., Linn S. N., Litfin T., Liusuo W., Lygirou V., Mahato A. K., Mai Z. -M., Major R. W., Mali S., Mallis P., Mao W., Marvin-Dowle K., Mason L. D., Merideth B., Merino-Plaza M. J., Merlaen B., Messina R., Mishra A. K., Muhammad J., Musinguzi C., Nanou A., Naqash A., Nguyen J. T., Nguyen T. T. H., Ni D., Notcovich S., Ohst B., Ollivier Q. R., Osses D. F., Peng X., Plantinga A., Pulia M., Rafiq M., Raman A., Rawski R., Ray A., Razak L. A., Rudolf K., Rusch P., Sadoine M. L., Schmidt A., Schurr R., Searles S., Sharma S., Sheehan B., Shi C., Shohayeb B., Sommerlad A., Strehlow J., Sun X., Sundar R., Taherzadeh G., Tahir N. D. M., Tang J., Testa J., Tian Z., Tingting Q., Verheijen G. P., Vickstrom C., Wang T., Wang X., Wang Z., Wei P., Wilson A., Yassine A. -A., Yousefzadeh A., Zare A., Zeng Z., Zhang H., Zhou J., Zhu D., Adamo V., Adeyemo A. A., Aggelidou M., Al-Owaifeer A. M., Al-Riyami A. Z., Alzghari S. K., Andersen V., Angus K., Asaduzzaman M., Asady H., Ato D., Bai X., Baines R. L., Ballantyne M., Ban B., Beck J., Ben-Nafa W., Black E., Blancher A., Blankstein R., Bodagh N., Borges P., Brooks A., Brox-Ponce J., Brunetti A., Canham C. D., Carninci P., Carvajal R., Chang S. C., Chao J., Chatterjee P., Chen L., Chhatriwalla A. K., Chikowe I., Chuang T. -J., Collevatti R. G., Cornejo D. A. V., Cuenda A., Dao M., Dauga D., Deng Z., Devkota K., Doan L. V., Elewa Y. H. A., Fan D., Faruk M., Feifei S., Ferguson T. S., Fleres F., Foster E. J., Foster S., Furer T., Gao Y., Garcia-Rivera E. J., Gazdar A., George R. B., Ghosh S., Gianchecchi E., Gleason J. M., Hackshaw A., Hall A., Hall R., Harper P., Hogg W. E., Huang G., Hunter K. E., Ijzerman A. P., Jesus C., Jian G., Lewis J. S., Kanj S. S., Kaur H., Kheir F., Kichatova V. S., Kiyani M., Klein R., Kovesi T., Kraschnewski J. L., Kumar A. P., Labutin D., Lazo-Langner A., Leclercq G., Li M., Li Q., Li T., Liao W. -T., Liao Z. -Y., Lin J., Lizer J., Lobreglio G., Lowies C., Lu C., Majeed H., Martin A., Martinez-Sobrido L., Meresh E., Middelveen M., Mohebbi A., Mota J., Mozaheb Z., Muyaya L., Nandhakumar A., Ng S. H. X., Obeidat M., Oh D. -H., Owais M., Pace-Asciak P., Panwar A., Patterson C., Penagos-Tabaree F., Pianosi P. T., Pinzi V., Pridans C., Psaroulaki A., Pujala R. K., Pulido-Arjona L., Qi P. -F., Rahman P., Rai N. K., Rassaf T., Refardt J., Ricciardi W., Riess O., Rovas A., Sacks F. M., Saleh S., Sampson C., Schmutz A., Sepanski R., Sharma N., Spearman P., Subramaniapillai M., Swali R., Tan C. M., Tellechea J. I., Thomas L. -M., Tong X., Vavvas D. G., Veys R., Vitriol V., Wang H. -D., Waugh J., Webb S. A., Williams B. A., Workman A. D., Xiang T., Xie L. -X., Xu T., Yang C., Yoon J. G., Yuan C. M., Zaritsky A., Zhao H., Zuckerman H., Lyu R., and Pullan W.

Abstract

Document recommendation systems for locating relevant literature have mostly relied on methods developed a decade ago. This is largely due to the lack of a large offline gold-standard benchmark of relevant documents that cover a variety of research fields such that newly developed literature search techniques can be compared, improved and translated into practice. To overcome this bottleneck, we have established the RElevant LIterature SearcH consortium consisting of more than 1500 scientists from 84 countries, who have collectively annotated the relevance of over 180 000 PubMed-listed articles with regard to their respective seed (input) article/s. The majority of annotations were contributed by highly experienced, original authors of the seed articles. The collected data cover 76% of all unique PubMed Medical Subject Headings descriptors. No systematic biases were observed across different experience levels, research fields or time spent on annotations. More importantly, annotations of the same document pairs contributed by different scientists were highly concordant. We further show that the three representative baseline methods used to generate recommended articles for evaluation (Okapi Best Matching 25, Term Frequency-Inverse Document Frequency and PubMed Related Articles) had similar overall performances. Additionally, we found that these methods each tend to produce distinct collections of recommended articles, suggesting that a hybrid method may be required to completely capture all relevant articles. The established database server located at https://relishdb.ict.griffith.edu.au is freely available for the downloading of annotation data and the blind testing of new methods. We expect that this benchmark will be useful for stimulating the development of new powerful techniques for title and title/abstract-based search engines for relevant articles in biomedical science.

Published
2019

14. Poster Presentations

Author

Maclean, J., Fitzgerald, D., Fitzsimons, D., Hayward, P., Waters, K., Chu, J., Richdale, A., Elder, D., Campbell, A., Larsen, P., Galletly, D., Cranage, S., Walter, L., Foster, A., Patterson, R., Nixon, G., Davey, M., Anderson, V., Trinder, J., Walker, A., Horne, R., Tan, S., Seton, C., Sandford, D., Dorrian, J., Blunden, S., Kohler, M., Thormaehlen, S., Kennedy, D., van den Heuvel, C., Lushington, K., Martin, J., Yorkston, S., Southwell, K., O’Driscoll, D., Gillman, A., Roebuck, T., van Braak, E., Naughton, M., Blake, J., Smith, S., Douglas, J., Sellers, R., Lee, R., Petocz, P., Prvan, T., Chan, A., Grunstein, R., Cistulli, P., Hiramatsu, R., Kasai, T., Maeno, K.-I., Tomo, Y., Kato, M., Kawana, F., Narui, K., Copland, J., Ho, M., Duggan, T., Harris, K., Vakulin, A., Antic, N., Catcheside, P., Mcevoy, D., Litchfield, C., Baulk, S., Neill, A., Wu, P., Amis, T., Lee, S., Verma, M., Wheatley, J., Sands, S., Edwards, B., Berger, P., Wilkinson, M., Wilkinson, V., Malhotra, A., Nicholas, C., Worsnop, C., Jordan, A., Butler, J., Saboisky, J., Gandevia, S., White, D., Ratnavadivel, R., Stadler, D., Windler, S., Bradley, J., Paul, D., Maddison, K., Walsh, J., Mclaughlin, R., Becker, S., Armstrong, J., Sampson, D., Hillman, D., Eastwood, P., Piper, A., Hollier, C., Flunt, D., Mendadue, C., Fiene, A., Robinson, P., Jorgensen, G., Sather, T., Hukins, C., Jackson, M., Radford, L., Kennedy, G., Swann, P., Pierce, R., Howard, M., Jay, S., Thomas, M., Weissenfeld, A., Dawson, D., Ferguson, S., Sletten, T., Revell, V., Middleton, B., Lederle, K., Skene, D., Segal, A., Redman, J., Lockley, S., Rajaratnam, S., Lovato, N., Lack, L., Wright, H., Bambrick, C., Swann, C., Yelland, G., Roach, G., Darwent, D., O’Keeffe, K., Gander, P., Scott, G., Scott, H., Coussens, S., Baumert, M., Pamula, Y., Saint, D., Terrill, P., Wilson, S., Dakin, C., Suresh, S., Cooper, D., Michell, B., Salvini, A., Gulliver, T., Longley, J., Heussler, H., Parsley, C., Wawruszak, M., Verginis, N., Yang, J., Gyulay, S., Pretto, J., Hensley, M., Marshall, N., Wong, K., Phillips, C., Liu, P., Knuiman, M., Liaw, H. S., Veale, A., Homan, S., Wilson, D., Ellett, L., Crowe, S., Barnes, M., Spong, J., Riley, D., Brown, D., Berlowitz, D., Lee, J., Fedson, A., Simpson, L., Ward, K., Love, G., Cooper, M., Singh, B., Palmer, L., Mukherjee, S., Grant, K., Robillard, R., Boissonneault, M., Martin, N., Filipini, D., Prince, F., Carrier, J., Sukovic, A., Sweeney, B., Signal, L., Ellison-Loschmann, L., Shekleton, J., Parcell, D., Phipps-Nelson, J. O., Ponsford, J., Ho, S., Conduit, R., Stuart, K., Bei, B., Milgrom, J., Ericksen, J., Bakker, J., Turton, A., Kumagai, T., Kasagi, S., Ishiwata, S., Burgess, K., Havryk, A., Whitelaw, W. A., Mikel, M., Newing, G., Newton, S., Rixon, K., Cheney, L., Chikazaza, M., Clarke, P., Duce, B., Hanssen, K., Milosavljevic, J., Popovich, J., Saarinen, K., Shirlaw, T., Khandoker, A., Gubbi, J., Karmakar, C., Palaniswami, M., Keir, G., Rochford, P., Ruehland, W., Thornton, A., Potts, A., Warman, G., Anderson, B., Wanklyn, C., Biggs, S., Blecher, G., Evans, C., Wilson, A., Nadasan, M., Nguyen, K., Dollman, J., Herbert, A., Delima, J., Collins, J., Tang, J., Goh, A., Teoh, O. H., Chay, O. M., Tan, C. H., Gibson, R., Cheng, S., Brogan, S.-B., Duckett, H., Douwes, J., Kabir, M., Dimitri, H., Sanders, P., Abbott, D., Roy, A., Antic, R., Young, T., Anson, M., Bergman, N., O’Donoghue, F., Teuwen, P., Morrison, S., Allen, R., Silburn, P., Mcwhae, S., Rose, A., Harmer, L., Yeo, A., Jurisevic, M., Mercer, J., Muller, D., van den Berg, M., Garden, A., Cvetkovic, D., Cosic, I., Zhou, X., Matthews, R., Croucher, N., Weng, T., Williams, L., Sargent, C., Halson, S., Tokley, M., Ball, M., Bruck, D., Sutherland, K., Schwab, R., Zeng, B., Darendeliler, M. A., Rowland, S., Hennessy, C., Tang, T., Song, P., Rahim, S. A., Ong, T. H., Noakes, M., Southcott, A. M., Smith, B., Woods, M., Mclean, N., Godde, K., Kirkness, J., and Daulatzai, M.

Published
2008
Full Text
View/download PDF

17. Measures of Bipedal Toe-Ground Clearance Asymmetry to Characterize Gait in Stroke Survivors.

Author

Datta, S, Begg, R, Rao, AS, Karmakar, C, Bajelan, S, Said, C, Palaniswami, M, Datta, S, Begg, R, Rao, AS, Karmakar, C, Bajelan, S, Said, C, and Palaniswami, M

Abstract

Post-stroke hemiparesis often impairs gait and increases the risks of falls. Low and variable Minimum Toe Clearance (MTC) from the ground during the swing phase of the gait cycle has been identified as a major cause of such falls. In this paper, we study MTC characteristics in 30 chronic stroke patients, extracted from gait patterns during treadmill walking, using infrared sensors and motion analysis camera units. We propose objective measures to quantify MTC asymmetry between the paretic and non-paretic limbs using Poincaré analysis. We show that these subject independent Gait Asymmetry Indices (GAIs) represent temporal variations of relative MTC differences between the two limbs and can distinguish between healthy and stroke participants. Compared to traditional measures of cross-correlation between the MTC of the two limbs, these measures are better suited to automate gait monitoring during stroke rehabilitation. Further, we explore possible clusters within the stroke data by analysing temporal dispersion of MTC features, which reveals that the proposed GAIs can also be potentially used to quantify the severity of lower limb hemiparesis in chronic stroke.

Published
2021

18. Identifying factors that conjointly influence nicotine vaping product relative harm perception among smokers and recent ex-smokers: Findings from the 2016 ITC Four Country Smoking and Vaping Survey

Author

Yong, H-H, Karmakar, C, Motin, MA, Borland, R, Elton-Marshall, T, Cummings, KM, Fong, GT, Thompson, ME, Yong, H-H, Karmakar, C, Motin, MA, Borland, R, Elton-Marshall, T, Cummings, KM, Fong, GT, and Thompson, ME

Abstract

BACKGROUND: Use of nicotine vaping products (NVPs) to replace smoking is often influenced by perceived harmfulness of these products relative to smoking. This study aimed to identify factors that conjointly influenced NVP relative harm perception among smokers and ex-smokers. METHODS: Data (n = 11,838) from adult smokers and ex-smokers (quit < 2 years) who participated in the 2016 ITC 4 Country Smoking and Vaping Surveys in Australia, Canada, England and the US were analyzed. Decision tree models were used to classify respondents into those who perceived vaping as less harmful than smoking ("correct" perception) versus otherwise ("incorrect" perception) based on their socio-demographic, smoking and vaping related variables. RESULTS: Decision tree analysis identified nicotine replacement therapy (NRT) harmfulness perceptions relative to smoking, perceived vaping portrayal in the media and other sources as positive, negative or balanced, recency of seeking online vaping information, and age as the key variables that interacted conjointly to classify respondents into those with "correct" versus "incorrect" harm perceptions of vaping relative to smoking (model performance accuracy = 0.70-0.74). In all countries, NRT relative harmfulness perception and vaping portrayal perception were consistently the two most important classifying variables, with other variables showing some country differences. CONCLUSIONS: In all four countries, perception of NVP relative harmfulness among smokers and recent ex-smokers is strongly influenced by a combination of NRT relative harmfulness perception and vaping portrayal in the media and other sources. These conjoint factors can serve as useful markers for identifying subgroups more vulnerable to misperception about NVP relative harmfulness to benefit from corrective intervention.

Published
2021

19. SHAPELET BASED VISUAL ASSESSMENT OF CLUSTER TENDENCY IN ANALYZING COMPLEX UPPER LIMBMOTION

Author

Datta, S, Karmakar, C, Rathore, P, Palaniswami, M, Datta, S, Karmakar, C, Rathore, P, and Palaniswami, M

Abstract

The evolution of ubiquitous sensors has led to the generation of copious amounts of waveform data. Human motion waveform analysis has found significance in clinical and home-based activity monitoring. Exploration of cluster structure in such waveform data prior to developing learning models is an important pattern recognition problem. A prominent category of algorithms in this direction, known as Visual Assessment of (cluster) Tendency (VAT), employs visual approaches to study cluster evolution through heat maps. This paper proposes shape-iVAT, a new relative of an improved VAT model, that captures local time-series characteristics through representative subsequences, known as shapelets, to identify interesting patterns in motion data. We propose an unsupervised method for shapelet extraction using maximin shape sampling and shape-based distance computation for selecting key shapelets representing characteristic motion patterns. These shapelets are used to transform waveform data into a dissimilarity matrix for VAT evaluation. We demonstrate that the proposed method outperforms standard VAT with global distance measures for identifying complex upper limb motion captured using a camera-based motion sensing device. We also show that our method has significance in efficient and interpretable cluster tendency assessment for anomaly detection and continuous motion monitoring.

Published
2021

21. Entropy Profiling: A Reduced-Parametric Measure of Kolmogorov-Sinai Entropy from Short-Term HRV Signal

Author

Karmakar, C, Udhayakumar, R, Palaniswami, M, Karmakar, C, Udhayakumar, R, and Palaniswami, M

Abstract

Entropy profiling is a recently introduced approach that reduces parametric dependence in traditional Kolmogorov-Sinai (KS) entropy measurement algorithms. The choice of the threshold parameter r of vector distances in traditional entropy computations is crucial in deciding the accuracy of signal irregularity information retrieved by these methods. In addition to making parametric choices completely data-driven, entropy profiling generates a complete profile of entropy information as against a single entropy estimate (seen in traditional algorithms). The benefits of using "profiling" instead of "estimation" are: (a) precursory methods such as approximate and sample entropy that have had the limitation of handling short-term signals (less than 1000 samples) are now made capable of the same; (b) the entropy measure can capture complexity information from short and long-term signals without multi-scaling; and (c) this new approach facilitates enhanced information retrieval from short-term HRV signals. The novel concept of entropy profiling has greatly equipped traditional algorithms to overcome existing limitations and broaden applicability in the field of short-term signal analysis. In this work, we present a review of KS-entropy methods and their limitations in the context of short-term heart rate variability analysis and elucidate the benefits of using entropy profiling as an alternative for the same.

Published
2020

22. Modified Distribution Entropy as a Complexity Measure of Heart Rate Variability (HRV) Signal

Author

Udhayakumar, R, Karmakar, C, Li, P, Wang, X, Palaniswami, M, Udhayakumar, R, Karmakar, C, Li, P, Wang, X, and Palaniswami, M

Abstract

The complexity of a heart rate variability (HRV) signal is considered an important nonlinear feature to detect cardiac abnormalities. This work aims at explaining the physiological meaning of a recently developed complexity measurement method, namely, distribution entropy (DistEn), in the context of HRV signal analysis. We thereby propose modified distribution entropy (mDistEn) to remove the physiological discrepancy involved in the computation of DistEn. The proposed method generates a distance matrix that is devoid of over-exerted multi-lag signal changes. Restricted element selection in the distance matrix makes “mDistEn” a computationally inexpensive and physiologically more relevant complexity measure in comparison to DistEn.

Published
2020

23. Precision psychiatry with immunological and cognitive biomarkers: a multi-domain prediction for the diagnosis of bipolar disorder or schizophrenia using machine learning

Author

Fernandes, BS, Karmakar, C, Tamouza, R, Tran, T, Yearwood, J, Hamdani, N, Laouamri, H, Richard, J-R, Yolken, R, Berk, M, Venkatesh, S, Leboyer, M, Fernandes, BS, Karmakar, C, Tamouza, R, Tran, T, Yearwood, J, Hamdani, N, Laouamri, H, Richard, J-R, Yolken, R, Berk, M, Venkatesh, S, and Leboyer, M

Abstract

Precision psychiatry is attracting increasing attention lately as a recognized priority. One of the goals of precision psychiatry is to develop tools capable of aiding a clinically informed psychiatric diagnosis objectively. Cognitive, inflammatory and immunological factors are altered in both bipolar disorder (BD) and schizophrenia (SZ), however, most of these alterations do not respect diagnostic boundaries from a phenomenological perspective and possess great variability in different individuals with the same phenotypic diagnosis and, consequently, none so far has proven to have the ability of reliably aiding in the differential diagnosis of BD and SZ. We developed a probabilistic multi-domain data integration model consisting of immune and inflammatory biomarkers in peripheral blood and cognitive biomarkers using machine learning to predict diagnosis of BD and SZ. A total of 416 participants, being 323, 372, and 279 subjects for blood, cognition and combined biomarkers analysis, respectively. Our multi-domain model performances for the BD vs. control (sensitivity 80% and specificity 71%) and for the SZ vs. control (sensitivity 84% and specificity 81%) pairs were high in general, however, our multi-domain model had only moderate performance for the differential diagnosis of BD and SZ (sensitivity 71% and specificity 73%). In conclusion, our results show that the diagnosis of BD and of SZ, and that the differential diagnosis of BD and SZ can be predicted with possible clinical utility by a computational machine learning algorithm employing blood and cognitive biomarkers, and that their integration in a multi-domain outperforms algorithms based in only one domain. Independent studies are needed to validate these findings.

Published
2020

24. Identifying smoker subgroups with high versus low smoking cessation attempt probability: A decision tree analysis approach

Author

Yong, H-H, Karmakar, C, Borland, R, Kusmakar, S, Fuller-Tyszkiewicz, M, Yearwood, J, Yong, H-H, Karmakar, C, Borland, R, Kusmakar, S, Fuller-Tyszkiewicz, M, and Yearwood, J

Abstract

BACKGROUND: Regression-based research has successfully identified independent predictors of smoking cessation, both its initiation and maintenance. However, it is unclear how these various independent predictors interact with each other and conjointly influence smoking behaviour. As a proof-of-concept, this study used decision tree analysis (DTA) to identify the characteristics of smoker subgroups with high versus low smoking cessation initiation probability based on the conjoint effects of four predictor variables, and determine any variations by socio-economic status (SES). METHODS: Data come from the Australian arm of the ITC project, a longitudinal cohort study of adult smokers followed up approximately annually. Reported wanting to quit smoking, worries about smoking negative health impact, quitting self-efficacy and quit intentions assessed in 2005 were used as predictors and reported quit attempts at the 2006 follow-up survey were used as the outcome for the initial model calibration and validation analyses (n = 1475), and further cross-validated using the 2012-2013 data (n = 787). RESULTS: DTA revealed that while all four predictor variables conjointly contributed to the identification of subgroups with high versus low smoking cessation initiation probability, quit intention was the most important predictor common across all SES strata. The relative importance of the other predictors showed differences by SES. CONCLUSIONS: Modifiable characteristics of smoker subgroups associated with making a quit attempt and any variations by SES can be successfully identified using a decision tree analysis approach, to provide insights as to who might benefit from targeted intervention, thus, underscoring the value of this approach to complement the conventional regression-based approach.

Published
2020

25. Large expert-curated database for benchmarking document similarity detection in biomedical literature search

Author

Brown, P. Zhou, Y. Tan, A.-C. El-Esawi, M.A. Liehr, T. Blanck, O. Gladue, D.P. Almeida, G.M.F. Cernava, T. Sorzano, C.O. Yeung, A.W.K. Engel, M.S. Chandrasekaran, A.R. Muth, T. Staege, M.S. Daulatabad, S.V. Widera, D. Zhang, J. Meule, A. Honjo, K. Pourret, O. Yin, C.-C. Zhang, Z. Cascella, M. Flegel, W.A. Goodyear, C.S. van Raaij, M.J. Bukowy-Bieryllo, Z. Campana, L.G. Kurniawan, N.A. Lalaouna, D. Hüttner, F.J. Ammerman, B.A. Ehret, F. Cobine, P.A. Tan, E.-C. Han, H. Xia, W. McCrum, C. Dings, R.P.M. Marinello, F. Nilsson, H. Nixon, B. Voskarides, K. Yang, L. Costa, V.D. Bengtsson-Palme, J. Bradshaw, W. Grimm, D.G. Kumar, N. Martis, E. Prieto, D. Sabnis, S.C. Amer, S.E.D.R. Liew, A.W.C. Perco, P. Rahimi, F. Riva, G. Zhang, C. Devkota, H.P. Ogami, K. Basharat, Z. Fierz, W. Siebers, R. Tan, K.H. Boehme, K.A. Brenneisen, P. Brown, J.A.L. Dalrymple, B.P. Harvey, D.J. Ng, G. Werten, S. Bleackley, M. Dai, Z. Dhariwal, R. Gelfer, Y. Hartmann, M.D. Miotla, P. Tamaian, R. Govender, P. Gurney-Champion, O.J. Kauppila, J.H. Zhang, X. Echeverría, N. Subhash, S. Sallmon, H. Tofani, M. Bae, T. Bosch, O. Cuív, P.O. Danchin, A. Diouf, B. Eerola, T. Evangelou, E. Filipp, F. Klump, H. Kurgan, L. Smith, S.S. Terrier, O. Tuttle, N. Ascher, D.B. Janga, S.C. Schulte, L.N. Becker, D. Browngardt, C. Bush, S.J. Gaullier, G. Ide, K. Meseko, C. Werner, G.D.A. Zaucha, J. Al-Farha, A.A. Greenwald, N.F. Popoola, S.I. Rahman, S. Xu, J. Yang, S.Y. Hiroi, N. Alper, O.M. Baker, C.I. Bitzer, M. Chacko, G. Debrabant, B. Dixon, R. Forano, E. Gilliham, M. Kelly, S. Klempnauer, K.-H. Lidbury, B.A. Lin, M.Z. Lynch, I. Ma, W. Maibach, E.W. Mather, D.E. Nandakumar, K.S. Ohgami, R.S. Parchi, P. Tressoldi, P. Xue, Y. Armitage, C. Barraud, P. Chatzitheochari, S. Coelho, L.P. Diao, J. Doxey, A.C. Gobet, A. Hu, P. Kaiser, S. Mitchell, K.M. Salama, M.F. Shabalin, I.G. Song, H. Stevanovic, D. Yadollahpour, A. Zeng, E. Zinke, K. Alimba, C.G. Beyene, T.J. Cao, Z. Chan, S.S. Gatchell, M. Kleppe, A. Piotrowski, M. Torga, G. Woldesemayat, A.A. Cosacak, M.I. Haston, S. Ross, S.A. Williams, R. Wong, A. Abramowitz, M.K. Effiong, A. Lee, S. Abid, M.B. Agarabi, C. Alaux, C. Albrecht, D.R. Atkins, G.J. Beck, C.R. Bonvin, A.M.J.J. Bourke, E. Brand, T. Braun, R.J. Bull, J.A. Cardoso, P. Carter, D. Delahay, R.M. Ducommun, B. Duijf, P.H.G. Epp, T. Eskelinen, E.-L. Fallah, M. Farber, D.B. Fernandez-Triana, J. Feyerabend, F. Florio, T. Friebe, M. Furuta, S. Gabrielsen, M. Gruber, J. Grybos, M. Han, Q. Heinrich, M. Helanterä, H. Huber, M. Jeltsch, A. Jiang, F. Josse, C. Jurman, G. Kamiya, H. de Keersmaecker, K. Kristiansson, E. de Leeuw, F.-E. Li, J. Liang, S. Lopez-Escamez, J.A. Lopez-Ruiz, F.J. Marchbank, K.J. Marschalek, R. Martín, C.S. Miele, A.E. Montagutelli, X. Morcillo, E. Nicoletti, R. Niehof, M. O'Toole, R. Ohtomo, T. Oster, H. Palma, J.-A. Paterson, R. Peifer, M. Portilla, M. Portillo, M.C. Pritchard, A.L. Pusch, S. Raghava, G.P.S. Roberts, N.J. Ross, K. Schuele, B. Sergeant, K. Shen, J. Stella, A. Sukocheva, O. Uversky, V.N. Vanneste, S. Villet, M.H. Viveiros, M. Vorholt, J.A. Weinstock, C. Yamato, M. Zabetakis, I. Zhao, X. Ziegler, A. Aizat, W.M. Atlas, L. Bridges, K.M. Chakraborty, S. Deschodt, M. Domingues, H.S. Esfahlani, S.S. Falk, S. Guisado, J.L. Kane, N.C. Kueberuwa, G. Lau, C.L. Liang, D. Liu, E. Luu, A.M. Ma, C. Ma, L. Moyer, R. Norris, A.D. Panthee, S. Parsons, J.R. Peng, Y. Pinto, I.M. Reschke, C.R. Sillanpää, E. Stewart, C.J. Uhle, F. Yang, H. Zhou, K. Zhu, S. Ashry, M. Bergsland, N. Berthold, M. Chen, C.-E. Colella, V. Cuypers, M. Eskew, E.A. Fan, X. Gajda, M. Gonzálezlez-Prendes, R. Goodin, A. Graham, E.B. Groen, E.J.N. Gutiérrez-Sacristán, A. Habes, M. Heffler, E. Higginbottom, D.B. Janzen, T. Jayaraman, J. Jibb, L.A. Jongen, S. Kinyanjui, T. Koleva-Kolarova, R.G. Li, Z. Liu, Y.-P. Lund, B.A. Lussier, A.A. Ma, L. Mier, P. Moore, M.D. Nagler, K. Orme, M.W. Pearson, J.A. Prajapati, A.S. Saito, Y. Tröder, S.E. Uchendu, F. Verloh, N. Voutchkova, D.D. Abu-Zaid, A. Bakkach, J. Baumert, P. Dono, M. Hanson, J. Herbelet, S. Hobbs, E. Kulkarni, A. Kumar, N. Liu, S. Loft, N.D. Reddan, T. Senghore, T. Vindin, H. Xu, H. Bannon, R. Chen, B. Cheung, J.T.K. Cooper, J. Esnakula, A.K. Feghali, K.A. Ghelardi, E. Gnasso, A. Horbar, J. Lai, H.M. Li, J. Ma, L. Ma, R. Pan, Z. Peres, M.A. Pranata, R. Seow, E. Sydes, M. Testoni, I. Westermair, A.L. Yang, Y. Afnan, M. Albiol, J. Albuquerque, L.G. Amir, S. Amiya, E. Amorim, R.M. An, Q. Andersen, S.U. Aplin, J.D. Argyropoulos, C. Asmann, Y.W. Assaeed, A.M. Atanasov, A.G. Atchison, D.A. Avery, S.V. Avillach, P. Baade, P.D. Backman, L. Badie, C. Baldi, A. Ball, E. Bardot, O. Barnett, A.G. Basner, M. Batra, J. Bazanova, O.M. Beale, A. Beddoe, T. Bell, M.L. Berezikov, E. Berners-Price, S. Bernhardt, P. Berry, E. Bessa, T.B. Billington, C. Birch, J. Blakely, R.D. Blaskovich, M.A.T. Blum, R. Boelaert, M. Bogdanos, D. Bosch, C. Bourgoin, T. Bouvard, D. Boykin, L.M. Bradley, G. Braun, D. Brownlie, J. Brühl, A. Burt, A. Butler, L.M. Byrareddy, S.N. Byrne, H.J. Cabantous, S. Calatayud, S. Candal, E. Carlson, K. Casillas, S. Castelvetro, V. Caswell, P.T. Cavalli, G. Cerovsky, V. Chagoyen, M. Chen, C.-S. Chen, D.F. Chen, H. Chen, H. Chen, J.-T. Chen, Y. Cheng, C. Cheng, J. Chinapaw, M. Chinopoulos, C. Cho, W.C.S. Chong, L. Chowdhury, D. Chwalibog, A. Ciresi, A. Cockcroft, S. Conesa, A. Cook, P.A. Cooper, D.N. Coqueret, O. Corea, E.M. Costa, A. Costa, E. Coupland, C. Crawford, S.Y. Cruz, A.D. Cui, H. Cui, Q. Culver, D.C. D'Angiulli, A. Dahms, T.E.S. Daigle, F. Dalgleish, R. Danielsen, H.E. Darras, S. Davidson, S.M. Day, D.A. Degirmenci, V. Demaison, L. Devriendt, K. Ding, J. Dogan, Y. Dong, X.C. Donner, C.F. Dressick, W. Drevon, C.A. Duan, H. Ducho, C. Dumaz, N. Dwarakanath, B.S. Ebell, M.H. Eisenhardt, S. Elkum, N. Engel, N. Erickson, T.B. Fairhead, M. Faville, M.J. Fejzo, M.S. Festa, F. Feteira, A. Flood-Page, P. Forsayeth, J. Fox, S.A. Franks, S.J. Frentiu, F.D. Frilander, M.J. Fu, X. Fujita, S. Galea, I. Galluzzi, L. Gani, F. Ganpule, A.P. García-Alix, A. Gedye, K. Giordano, M. Giunta, C. Gleeson, P.A. Goarant, C. Gong, H. Gora, D. Gough, M.J. Goyal, R. Graham, K.E. Grande-Pérez, A. Graves, P.M. Greidanus, H. Grice, D. Grunau, C. Gumulya, Y. Guo, Y. Gurevich, V.V. Gusev, O. Hacker, E. Hage, S.R. Hagen, G. Hahn, S. Haller, D.M. Hammerschmidt, S. Han, J. Han, R. Handfield, M. Hapuarachchi, H.C. Harder, T. Hardingham, J.E. Heck, M. Heers, M. Hew, K.F. Higuchi, Y. Hilaire, C.St. Hilton, R. Hodzic, E. Hone, A. Hongoh, Y. Hu, G. Huber, H.P. Hueso, L.E. Huirne, J. Hurt, L. Idborg, H. Ikeo, K. Ingley, E. Jakeman, P.M. Jensen, A. Jia, H. Jia, H. Jia, S. Jiang, J. Jiang, X. Jin, Y. Jo, D. Johnson, A.M. Johnston, M. Jonscher, K.R. Jorens, P.G. Jorgensen, J.O.L. Joubert, J.W. Jung, S.-H. Junior, A.M. Kahan, T. Kamboj, S.K. Kang, Y.-K. Karamanos, Y. Karp, N.A. Kelly, R. Kenna, R. Kennedy, J. Kersten, B. Khalaf, R.A. Khalid, J.M. Khatlani, T. Khider, T. Kijanka, G.S. King, S.R.B. Kluz, T. Knox, P. Kobayashi, T. Koch, K.-W. Kohonen-Corish, M.R.J. Kong, X. Konkle-Parker, D. Korpela, K.M. Kostrikis, L.G. Kraiczy, P. Kratz, H. Krause, G. Krebsbach, P.H. Kristensen, S.R. Kumari, P. Kunimatsu, A. Kurdak, H. Kwon, Y.D. Lachat, C. Lagisz, M. Laky, B. Lammerding, J. Lange, M. Larrosa, M. Laslett, A.L. Laverman, G.D. Leclair, E.E. Lee, K.-W. Lee, M.-Y. Lee, M.-S. Li, G. Li, J. Lieb, K. Lim, Y.Y. Lindsey, M.L. Line, P.-D. Liu, D. Liu, F. Liu, H. Liu, H. Lloyd, V.K. Lo, T.-W. Locci, E. Loidl, J. Lorenzen, J. Lorkowski, S. Lovell, N.H. Lu, H. Lu, W. Lu, Z. Luengo, G.S. Lundh, L.-G. Lysy, P.A. Mabb, A. Mack, H.G. Mackey, D.A. Mahdavi, S.R. Maher, P. Maher, T. Maity, S.N. Malgrange, B. Mamoulakis, C. Mangoni, A.A. Manke, T. Manstead, A.S.R. Mantalaris, A. Marsal, J. Marschall, H.-U. Martin, F.L. Martinez-Raga, J. Martinez-Salas, E. Mathieu, D. Matsui, Y. Maza, E. McCutcheon, J.E. McKay, G.J. McMillan, B. McMillan, N. Meads, C. Medina, L. Merrick, B.A. Metzger, D.W. Meunier, F.A. Michaelis, M. Micheau, O. Mihara, H. Mintz, E.M. Mizukami, T. Moalic, Y. Mohapatra, D.P. Monteiro, A. Montes, M. Moran, J.V. Morozov, S.Y. Mort, M. Murai, N. Murphy, D.J. Murphy, S.K. Murray, S.A. Naganawa, S. Nammi, S. Nasios, G. Natoli, R.M. Nguyen, F. Nicol, C. van Nieuwerburgh, F. Nilsen, E.B. Nobile, C.J. O'Mahony, M. Ohlsson, S. Olatunbosun, O. Olofsson, P. Ortiz, A. Ostrikov, K. Otto, S. Outeiro, T.F. Ouyang, S. Paganoni, S. Page, A. Palm, C. Paradies, Y. Parsons, M.H. Parsons, N. Pascal, P. Paul, E. Peckham, M. Pedemonte, N. Pellizzon, M.A. Petrelli, M. Pichugin, A. Pinto, C.J.C. Plevris, J.N. Pollesello, P. Polz, M. Ponti, G. Porcelli, P. Prince, M. Quinn, G.P. Quinn, T.J. Ramula, S. Rappsilber, J. Rehfeldt, F. Reiling, J.H. Remacle, C. Rezaei, M. Riddick, E.W. Ritter, U. Roach, N.W. Roberts, D.D. Robles, G. Rodrigues, T. Rodriguez, C. Roislien, J. Roobol, M.J. Rowe, A. Ruepp, A. van Ruitenbeek, J. Rust, P. Saad, S. Sack, G.H. Santos, M. Saudemont, A. Sava, G. Schrading, S. Schramm, A. Schreiber, M. Schuler, S. Schymkowitz, J. Sczyrba, A. Seib, K.L. Shi, H.-P. Shimada, T. Shin, J.-S. Shortt, C. Silveyra, P. Skinner, D. Small, I. Smeets, P.A.M. So, P.-W. Solano, F. Sonenshine, D.E. Song, J. Southall, T. Speakman, J.R. Srinivasan, M.V. Stabile, L.P. Stasiak, A. Steadman, K.J. Stein, N. Stephens, A.W. Stewart, D.I. Stine, K. Storlazzi, C. Stoynova, N.V. Strzalka, W. Suarez, O.M. Sultana, T. Sumant, A.V. Summers, M.J. Sun, G. Tacon, P. Tanaka, K. Tang, H. Tanino, Y. Targett-Adams, P. Tayebi, M. Tayyem, R. Tebbe, C.C. Telfer, E.E. Tempel, W. Teodorczyk-Injeyan, J.A. Thijs, G. Thorne, S. Thrift, A.G. Tiffon, C. Tinnefeld, P. Tjahjono, D.H. Tolle, F. Toth, E. Del Tredici, A.L. Tsapas, A. Tsirigotis, K. Turak, A. Tzotzos, G. Udo, E.E. Utsumi, T. Vaidyanathan, S. Vaillant, M. Valsesia, A. Vandenbroucke, R.E. Veiga, F.H. Vendrell, M. Vesk, P.A. Vickers, P. Victor, V.M. Villemur, R. Vohl, M.-C. Voolstra, C.R. Vuillemin, A. Wakelin, S. Waldron, L. Walsh, L.J. Wang, A.Y. Wang, F. Wang, Y. Watanabe, Y. Weigert, A. Wen, J.-C. Wham, C. White, E.P. Wiener, J. Wilharm, G. Wilkinson, S. Willmann, R. Wilson, C. Wirth, B. Wojan, T.R. Wolff, M. Wong, B.M. Wu, T.-W. Wuerbel, H. Xiao, X. Xu, D. Xu, J.W. Xu, J. Xue, B. Yalcin, S. Yan, H. Yang, E.-C. Yang, S. Yang, W. Ye, Y. Ye, Z.-Q. Yli-Kauhaluoma, J. Yoneyama, H. Yu, Y. Yuan, G.-C. Yuh, C.-H. Zaccolo, M. Zeng, C. Zevnik, B. Zhang, C. Zhang, L. Zhang, Y. Zhang, Y. Zhang, Z. Zhang, Z.-Y. Zhao, Y. Zhou, M. Zuberbier, T. Aanei, C.M. Ahmad, R. Al-Lawama, M. Alanio, A. Allardyce, J. Alonso-Caneiro, D. Atack, J.M. Baier, D. Bansal, A. Benezeth, Y. Berbesque, C. Berrevoet, F. Biedermann, P.H.W. Bijleveld, E. Bittner, F. Blombach, F. van den Bos, W. Boudreau, S.A. Bramoweth, A.D. Braubach, O. Cai, Y. Campbell, M. Cao, Z. Catry, T. Chen, X. Cheng, S. Chung, H.-J. Chávez-Fumagalli, M.A. Conway, A. Costa, B.M. Cyr, N. Dean, L.T. Denzel, M.S. Dlamini, S.V. Dudley, K.J. Dufies, M. Ecke, T. Eckweiler, D. Eixarch, E. El-Adawy, H. Emmrich, J.V. Eustace, A.J. Falter-Wagner, C.M. Farhoudi, R. Fuss, J. Gao, J. Gill, M.R. Gloyn, L. Goggs, R. Govinden, U. Greene, G. Greiff, V. Grundle, D.S. Grüneberg, P. Gumede, N. Haore, G. Harrison, P. Hoenner, X. Hojsgaard, D. Hori, H. Ikonomopoulou, M.P. Jeurissen, P. Johnson, D.M. Kabra, D. Kamagata, K. Karmakar, C. Kasian, O. Kaye, L.K. Khan, M.M. Kim, Y.-M. Kish, J.K. Kobold, S. Kohanbash, G. Kohls, G. Kugler, J.-M. Kumar, G. Lacy-Colson, J. Latif, A. Lauschke, V.M. Li, B. Lim, C.J. Liu, F. Liu, X. Lu, J.-J. Lu, Q. Mahavadi, P. Marzocchi, U. McGarrigle, C.A. van Meerten, T. Min, R. Moal, I. Molari, M. Molleman, L. Mondal, S.R. van de Mortel, T. Moss, W.N. Moultos, O.A. Mukherjee, M. Nakayama, K. Narayan, E. Navaratnarajah Neumann, P.-A. Nie, J. Nie, Y. Niemeyer, F. Nolan, F. Nwaiwu, O. Oldenmenger, W.H. Olumayede, E. Ou, J. Pallebage-Gamarallage, M. Pearce, S.P. Pelkonen, T. Pelleri, M.C. Pereira, J.L. Pheko, M. Pinto, K.A. Piovesan, A. Pluess, M. Podolsky, I.M. Prescott, J. Qi, D. Qi, X. Raikou, V.D. Ranft, A. Rhodes, J. Rotge, J.-Y. Rowe, A.D. Saggar, M. Schuon, R.A. Shahid, S. Shalchyan, V. Shirvalkar, P. Shiryayev, O. Singh, J. Smout, M.J. Soares, A. Song, C. Srivastava, K. Srivastava, R.K. Sun, J. Szabo, A. Szymanski, W. Tai, C.N.P. Takeuchi, H. Tanadini-Lang, S. Tang, F. Tao, W. Theron, G. Tian, C.F. Tian, Y.-S. Tuttle, L.M. Valenti, A. Verlot, P. Walker, M. Wang, J. Welter, D. Winslade, M. Wu, D. Wu, Y.-R. Xiao, H. Xu, B. Xu, J. Xu, Z. Yang, D. Yang, M. Yankilevich, P. You, Y. Yu, C. Zhan, J. Zhang, G. Zhang, K. Zhang, T. Zhang, Y. Zhao, G. Zhao, J. Zhou, X. Zhu, Z. Ajani, P.A. Anazodo, U.C. Bagloee, S.A. Bail, K. Bar, I. Bathelt, J. Benkeser, D. Bernier, M.L. Blanchard, A.M. Boakye, D.W. Bonatsos, V. Boon, M.H. Bouboulis, G. Bromfield, E. Brown, J. Bul, K.C.M. Burton, K.J. Butkowski, E.G. Carroll, G. Chao, F. Charrier, E.E. Chen, X. Chen, Y.-C. Chenguang Choi, J.R. Christoffersen, T. Comel, J.C. Cosse, C. Cui, Y. van Dessel, P. Dhaval Diodato, D. Duffey, M. Dutt, A. Egea, L.G. El-Said, M. Faye, M. Fernandez-Fernandez, B. Foley, K.G. Founou, L.L. Fu, F. Gadelkareem, R.A. Galimov, E. Garip, G. Gemmill, A. Gouil, Q. Grey, J. Gridneva, Z. Grothe, M.J. Grébert, T. Guerrero, F. Guignard, L. Haenssgen, M.J. Hasler, D. Holgate, J.Y. Huang, A. Hulse-Kemp, A.M. Jean-Quartier, C. Jeon, S.-M. Jia, Y. Jutzeler, C. Kalatzis, P. Karim, M. Karsay, K. Keitel, A. Kempe, A. Keown, J.R. Khoo, C.M. Khwaja, N. Kievit, R.A. Kosanic, S. Koutoukidis, D.A. Kramer, P. Kumar, D. Kiraǧ, N. Lanza, G. Le, T.D. Leem, J.W. Leightley, D. Leite, A. Lercher, L. Li, Y. Lim, R. Lima, L.R.A. Lin, L. Ling, T. Liu, Y. Liu, Z. Lu, Y. Lum, F.M. Luo, H. Machhi, J. Macleod, A. Macwan, I. Madala, H.R. Madani, N. de Maio, N. Makowiecki, K. Mallinson, D.J. Margelyte, R. Maria, C. Markonis, Y. Marsili, L. Mavoa, S. McWilliams, L. Megersa, M. Souto-Maior, C. Menichetti, J. Mercieca-Bebber, R. Miller, J.J. Minde, D.-P.M. Minges, A. Mishra, E. Mishra, V.R. Moores, C. Morrice, N. Moskalensky, A.E. Navarin, N. Negera, E. Nolet, P. Nordberg, A. Nordén, R. Nowicki, J.P. Olova, N. Olszewski, P. Onzima, R. Pan, C.-L. Park, C. Park, D.I. Park, S. Patil, C.D. Pedro, S.A. Perry, S.R. Peter, J. Peterson, B.M. Pezzuolo, A. Pozdnyakov, I. Qian, S. Qin, L. Rafe, A. Raote, I. Raza, A. Rebl, H. Refai, O. Regan, T. Richa, T. Richardson, M.F. Robinson, K.R. Rossoni, L. Rouet, R. Safaei, S. Schneeberger, P.H.H. Schwotzer, D. Sebastian, A. Selinski, J. Seltmann, S. Sha, F. Shalev, N. Shang, J.-L. Singer, J. Singh, M. Smith, T. Solomon-Moore, E. Song, L. Soraggi, S. Stanley, R. Steckhan, N. Strobl, F. Subissi, L. Supriyanto, I. Surve, C.R. Suzuki, T. Syme, C. Sörelius, K. Tang, Y. Tantawy, M. Tennakoon, S. Teseo, S. Toelzer, C. Tomov, N. Tovar, M. Tran, L. Tripathi, S. Tuladhar, A.M. Ukubuiwe, A.C. Ung, C.O.L. Valgepea, K. Vatanparast, H. Vidal, A. Wang, F. Wang, Q. Watari, R. Webster, R. Webster, R. Wei, J. Wibowo, D. Wingenbach, T.S.H. Xavier, R.M. Xiao, S. Xiong, P. Xu, S. Xu, S. Yao, R. Yao, W. Yin, Q. Yu, Y. Zaitsu, M. Zeineb, Z. Zhan, X.-Y. Zhang, J. Zhang, R. Zhang, W. Zhang, X. Zheng, S. Zhou, B. Zhou, X. Ahmad, H. Akinwumi, S.A. Albery, G.F. Alhowimel, A. Ali, J. Alshehri, M. Alsuhaibani, M. Anikin, A. Azubuike, S.O. Bach-Mortensen, A. Baltiansky, L. Bartas, M. Belachew, K.Y. Bhardwaj, V. Binder, K. Bland, N.S. Boah, M. Bullen, B. Calabrò, G.E. Callahan, T.J. Cao, B. Chalmers, K. Chang, W. Che, Z. Chen, A.T.Y. Chen, H. Chen, H. Chen, Y. Chen, Z. Choi, Y. Chowdhury, M.A.K. Christensen, M.R. Cooke, R.S.C. Cottini, M. Covington, N.V. Cunningham, C. Delarocque, J. Devos, L. Dhar, A.R. Ding, K.-F. Dong, K. Dong, Z. Dreyer, N. Ekstrand, C. Fardet, T. Feleke, B.E. Feurer, T. Freitas, A. Gao, T. Gebremedhin Giganti, F. Grabowski, P. Guerra-Mora, J.R. Guo, C. Guo, X. Gupta, H. He, S. Heijne, M. Heinemann, S. Hogrebe, A. Huang, Z. Iskander-Rizk, S. Iyer, L.M. Jahan, Y. James, A.S. Joel, E. Joffroy, B. Jégousse, C. Kambondo, G. Karnati, P. Kaya, C. Ke, A. Kelly, D. Kickert, R. Kidibule, P.E. Kieselmann, J.P. Kim, H.J. Kitazawa, T. Lamberts, A. Li, Y. Liang, H. Linn, S.N. Litfin, T. Liusuo, W. Lygirou, V. Mahato, A.K. Mai, Z.-M. Major, R.W. Mali, S. Mallis, P. Mao, W. Marvin-Dowle, K. Mason, L.D. Merideth, B. Merino-Plaza, M.J. Merlaen, B. Messina, R. Mishra, A.K. Muhammad, J. Musinguzi, C. Nanou, A. Naqash, A. Nguyen, J.T. Nguyen, T.T.H. Ni, D. Nida Notcovich, S. Ohst, B. Ollivier, Q.R. Osses, D.F. Peng, X. Plantinga, A. Pulia, M. Rafiq, M. Raman, A. Raucher-Chéné Rawski, R. Ray, A. Razak, L.A. Rudolf, K. Rusch, P. Sadoine, M.L. Schmidt, A. Schurr, R. Searles, S. Sharma, S. Sheehan, B. Shi, C. Shohayeb, B. Sommerlad, A. Strehlow, J. Sun, X. Sundar, R. Taherzadeh, G. Tahir, N.D.M. Tang, J. Testa, J. Tian, Z. Tingting, Q. Verheijen, G.P. Vickstrom, C. Wang, T. Wang, X. Wang, Z. Wei, P. Wilson, A. Wyart Yassine, A.-A. Yousefzadeh, A. Zare, A. Zeng, Z. Zhang, C. Zhang, H. Zhang, L. Zhang, T. Zhang, W. Zhang, Z. Zhou, J. Zhu, D. Adamo, V. Adeyemo, A.A. Aggelidou, M. Al-Owaifeer, A.M. Al-Riyami, A.Z. Alzghari, S.K. Andersen, V. Angus, K. Asaduzzaman, M. Asady, H. Ato, D. Bai, X. Baines, R.L. Ballantyne, M. Ban, B. Beck, J. Ben-Nafa, W. Black, E. Blancher, A. Blankstein, R. Bodagh, N. Borges, P. Brooks, A. Brox-Ponce, J. Brunetti, A. Canham, C.D. Carninci, P. Carvajal, R. Chang, S.C. Chao, J. Chatterjee, P. Chen, H. Chen, L. Chen, Y.-C. Chhatriwalla, A.K. Chikowe, I. Chuang, T.-J. Collevatti, R.G. Cornejo, D.A.V. Cuenda, A. Dao, M. Dauga, D. Deng, Z. Devkota, K. Doan, L.V. Elewa, Y.H.A. Fan, D. Faruk, M. Feifei, S. Ferguson, T.S. Fleres, F. Foster, E.J. Foster, S. Furer, T. Gao, Y. Garcia-Rivera, E.J. Gazdar, A. George, R.B. Ghosh, S. Gianchecchi, E. Gleason, J.M. Hackshaw, A. Hall, A. Hall, R. Harper, P. Hogg, W.E. Huang, G. Hunter, K.E. Ijzerman, A.P. Jesus, C. Jian, G. Lewis, J.S., Jr. Kanj, S.S. Kaur, H. Kelly, S. Kheir, F. Kichatova, V.S. Kiyani, M. Klein, R. Kovesi, T. Kraschnewski, J.L. Kumar, A.P. Labutin, D. Lazo-Langner, A. Leclercq, G. Li, M. Li, Q. Li, T. Li, Y. Liao, W.-T. Liao, Z.-Y. Lin, J. Lizer, J. Lobreglio, G. Lowies, C. Lu, C. Majeed, H. Martin, A. Martinez-Sobrido, L. Meresh, E. Middelveen, M. Mohebbi, A. Mota, J. Mozaheb, Z. Muyaya, L. Nandhakumar, A. Ng, S.H.X. Obeidat, M. Oh, D.-H. Owais, M. Pace-Asciak, P. Panwar, A. Park, C. Patterson, C. Penagos-Tabaree, F. Pianosi, P.T. Pinzi, V. Pridans, C. Psaroulaki, A. Pujala, R.K. Pulido-Arjona, L. Qi, P.-F. Rahman, P. Rai, N.K. Rassaf, T. Refardt, J. Ricciardi, W. Riess, O. Rovas, A. Sacks, F.M. Saleh, S. Sampson, C. Schmutz, A. Sepanski, R. Sharma, N. Singh, M. Spearman, P. Subramaniapillai, M. Swali, R. Tan, C.M. Tellechea, J.I. Thomas, L.-M. Tong, X. Vavvas, D.G. Veys, R. Vitriol, V. Wang, H.-D. Wang, J. Wang, J. Waugh, J. Webb, S.A. Williams, B.A. Workman, A.D. Xiang, T. Xie, L.-X. Xu, J. Xu, T. Yang, C. Yoon, J.G. Yuan, C.M. Zaritsky, A. Zhang, Y. Zhao, H. Zuckerman, H. Lyu, R. Pullan, W. RELISH Consortium

Abstract

Document recommendation systems for locating relevant literature have mostly relied on methods developed a decade ago. This is largely due to the lack of a large offline gold-standard benchmark of relevant documents that cover a variety of research fields such that newly developed literature search techniques can be compared, improved and translated into practice. To overcome this bottleneck, we have established the RElevant LIterature SearcH consortium consisting of more than 1500 scientists from 84 countries, who have collectively annotated the relevance of over 180 000 PubMed-listed articles with regard to their respective seed (input) article/s. The majority of annotations were contributed by highly experienced, original authors of the seed articles. The collected data cover 76% of all unique PubMed Medical Subject Headings descriptors. No systematic biases were observed across different experience levels, research fields or time spent on annotations. More importantly, annotations of the same document pairs contributed by different scientists were highly concordant. We further show that the three representative baseline methods used to generate recommended articles for evaluation (Okapi Best Matching 25, Term Frequency-Inverse Document Frequency and PubMed Related Articles) had similar overall performances. Additionally, we found that these methods each tend to produce distinct collections of recommended articles, suggesting that a hybrid method may be required to completely capture all relevant articles. The established database server located at https://relishdb.ict.griffith.edu.au is freely available for the downloading of annotation data and the blind testing of new methods. We expect that this benchmark will be useful for stimulating the development of new powerful techniques for title and title/abstract-based search engines for relevant articles in biomedical science. © The Author(s) 2019. Published by Oxford University Press.

Published
2019

27. Novel features for capturing temporal variations of rhythmic limb movement to distinguish convulsive epileptic and psychogenic nonepileptic seizures

Author

Kusmakar, S, Karmakar, C, Yan, B, Muthuganapathy, R, Kwan, P, O'Brien, TJ, Palaniswami, MS, Kusmakar, S, Karmakar, C, Yan, B, Muthuganapathy, R, Kwan, P, O'Brien, TJ, and Palaniswami, MS

Abstract

OBJECTIVE: To investigate the characteristics of motor manifestation during convulsive epileptic and psychogenic nonepileptic seizures (PNES), captured using a wrist-worn accelerometer (ACM) device. The main goal was to find quantitative ACM features that can differentiate between convulsive epileptic and convulsive PNES. METHODS: In this study, motor data were recorded using wrist-worn ACM-based devices. A total of 83 clinical events were recorded: 39 generalized tonic-clonic seizures (GTCS) from 12 patients with epilepsy, and 44 convulsive PNES from 7 patients (one patient had both GTCS and PNES). The temporal variations in the ACM traces corresponding to 39 GTCS and 44 convulsive PNES events were extracted using Poincaré maps. Two new indices-tonic index (TI) and dispersion decay index (DDI)-were used to quantify the Poincaré-derived temporal variations for every GTCS and convulsive PNES event. RESULTS: The TI and DDI of Poincaré-derived temporal variations for GTCS events were higher in comparison to convulsive PNES events (P < 0.001). The onset and the subsiding patterns captured by TI and DDI differentiated between epileptic and convulsive nonepileptic seizures. An automated classifier built using TI and DDI of Poincaré-derived temporal variations could correctly differentiate 42 (sensitivity: 95.45%) of 44 convulsive PNES events and 37 (specificity: 94.87%) of 39 GTCS events. A blinded review of the Poincaré-derived temporal variations in GTCS and convulsive PNES by epileptologists differentiated 26 (sensitivity: 70.27%) of 44 PNES events and 33 (specificity: 86.84%) of 39 GTCS events correctly. SIGNIFICANCE: In addition to quantifying the motor manifestation mechanism of GTCS and convulsive PNES, the proposed approach also has diagnostic significance. The new ACM features incorporate clinical characteristics of GTCS and PNES, thus providing an accurate, low-cost, and practical alternative to differential diagnosis of PNES.

Published
2019

28. Large expert-curated database for benchmarking document similarity detection in biomedical literature search

Author

Brown, P., Zhou, Y., Tan, A. -C., El-Esawi, M. A., Liehr, T., Blanck, O., Gladue, D. P., Almeida, G. M. F., Cernava, T., Sorzano, C. O., Yeung, A. W. K., Engel, M. S., Chandrasekaran, A. R., Muth, T., Staege, M. S., Daulatabad, S. V., Widera, D., Zhang, J., Meule, A., Honjo, K., Pourret, O., Yin, C. -C., Zhang, Z., Cascella, M., Flegel, W. A., Goodyear, C. S., van Raaij, M. J., Bukowy-Bieryllo, Z., Campana, L. G., Kurniawan, N. A., Lalaouna, D., Huttner, F. J., Ammerman, B. A., Ehret, F., Cobine, P. A., Tan, E. -C., Han, H., Xia, W., Mccrum, C., Dings, R. P. M., Marinello, F., Nilsson, H., Nixon, B., Voskarides, K., Yang, L., Costa, V. D., Bengtsson-Palme, J., Bradshaw, W., Grimm, D. G., Kumar, N., Martis, E., Prieto, D., Sabnis, S. C., Amer, S. E. D. R., Liew, A. W. C., Perco, P., Rahimi, F., Riva, G., Zhang, C., Devkota, H. P., Ogami, K., Basharat, Z., Fierz, W., Siebers, R., Tan, K. H., Boehme, K. A., Brenneisen, P., Brown, J. A. L., Dalrymple, B. P., Harvey, D. J., Ng, G., Werten, S., Bleackley, M., Dai, Z., Dhariwal, R., Gelfer, Y., Hartmann, M. D., Miotla, P., Tamaian, R., Govender, P., Gurney-Champion, O. J., Kauppila, J. H., Zhang, X., Echeverria, N., Subhash, S., Sallmon, H., Tofani, M., Bae, T., Bosch, O., Cuiv, P. O., Danchin, A., Diouf, B., Eerola, T., Evangelou, E., Filipp, F., Klump, H., Kurgan, L., Smith, S. S., Terrier, O., Tuttle, N., Ascher, D. B., Janga, S. C., Schulte, L. N., Becker, D., Browngardt, C., Bush, S. J., Gaullier, G., Ide, K., Meseko, C., Werner, G. D. A., Zaucha, J., Al-Farha, A. A., Greenwald, N. F., Popoola, S. I., Rahman, S., Xu, J., Yang, S. Y., Hiroi, N., Alper, O. M., Baker, C. I., Bitzer, M., Chacko, G., Debrabant, B., Dixon, R., Forano, E., Gilliham, M., Kelly, S., Klempnauer, K. -H., Lidbury, B. A., Lin, M. Z., Lynch, I., Ma, W., Maibach, E. W., Mather, D. E., Nandakumar, K. S., Ohgami, R. S., Parchi, P., Tressoldi, P., Xue, Y., Armitage, C., Barraud, P., Chatzitheochari, S., Coelho, L. P., Diao, J., Doxey, A. C., Gobet, A., Hu, P., Kaiser, S., Mitchell, K. M., Salama, M. F., Shabalin, I. G., Song, H., Stevanovic, D., Yadollahpour, A., Zeng, E., Zinke, K., Alimba, C. G., Beyene, T. J., Cao, Z., Chan, S. S., Gatchell, M., Kleppe, A., Piotrowski, M., Torga, G., Woldesemayat, A. A., Cosacak, M. I., Haston, S., Ross, S. A., Williams, R., Wong, A., Abramowitz, M. K., Effiong, A., Lee, S., Abid, M. B., Agarabi, C., Alaux, C., Albrecht, D. R., Atkins, G. J., Beck, C. R., Bonvin, A. M. J. J., Bourke, E., Brand, T., Braun, R. J., Bull, J. A., Cardoso, P., Carter, D., Delahay, R. M., Ducommun, B., Duijf, P. H. G., Epp, T., Eskelinen, E. -L., Fallah, M., Farber, D. B., Fernandez-Triana, J., Feyerabend, F., Florio, T., Friebe, M., Furuta, S., Gabrielsen, M., Gruber, J., Grybos, M., Han, Q., Heinrich, M., Helantera, H., Huber, M., Jeltsch, A., Jiang, F., Josse, C., Jurman, G., Kamiya, H., de Keersmaecker, K., Kristiansson, E., de Leeuw, F. -E., Li, J., Liang, S., Lopez-Escamez, J. A., Lopez-Ruiz, F. J., Marchbank, K. J., Marschalek, R., Martin, C. S., Miele, A. E., Montagutelli, X., Morcillo, E., Nicoletti, R., Niehof, M., O'Toole, R., Ohtomo, T., Oster, H., Palma, J. -A., Paterson, R., Peifer, M., Portilla, M., Portillo, M. C., Pritchard, A. L., Pusch, S., Raghava, G. P. S., Roberts, N. J., Ross, K., Schuele, B., Sergeant, K., Shen, J., Stella, A., Sukocheva, O., Uversky, V. N., Vanneste, S., Villet, M. H., Viveiros, M., Vorholt, J. A., Weinstock, C., Yamato, M., Zabetakis, I., Zhao, X., Ziegler, A., Aizat, W. M., Atlas, L., Bridges, K. M., Chakraborty, S., Deschodt, M., Domingues, H. S., Esfahlani, S. S., Falk, S., Guisado, J. L., Kane, N. C., Kueberuwa, G., Lau, C. L., Liang, D., Liu, E., Luu, A. M., Ma, C., Ma, L., Moyer, R., Norris, A. D., Panthee, S., Parsons, J. R., Peng, Y., Pinto, I. M., Reschke, C. R., Sillanpaa, E., Stewart, C. J., Uhle, F., Yang, H., Zhou, K., Zhu, S., Ashry, M., Bergsland, N., Berthold, M., Chen, C. -E., Colella, V., Cuypers, M., Eskew, E. A., Fan, X., Gajda, M., Gonzalezlez-Prendes, R., Goodin, A., Graham, E. B., Groen, E. J. N., Gutierrez-Sacristan, A., Habes, M., Heffler, E., Higginbottom, D. B., Janzen, T., Jayaraman, J., Jibb, L. A., Jongen, S., Kinyanjui, T., Koleva-Kolarova, R. G., Li, Z., Liu, Y. -P., Lund, B. A., Lussier, A. A., Mier, P., Moore, M. D., Nagler, K., Orme, M. W., Pearson, J. A., Prajapati, A. S., Saito, Y., Troder, S. E., Uchendu, F., Verloh, N., Voutchkova, D. D., Abu-Zaid, A., Bakkach, J., Baumert, P., Dono, M., Hanson, J., Herbelet, S., Hobbs, E., Kulkarni, A., Liu, S., Loft, N. D., Reddan, T., Senghore, T., Vindin, H., Xu, H., Bannon, R., Chen, B., Cheung, J. T. K., Cooper, J., Esnakula, A. K., Feghali, K. A., Ghelardi, E., Gnasso, A., Horbar, J., Lai, H. M., Ma, R., Pan, Z., Peres, M. A., Pranata, R., Seow, E., Sydes, M., Testoni, I., Westermair, A. L., Yang, Y., Afnan, M., Albiol, J., Albuquerque, L. G., Amir, S., Amiya, E., Amorim, R. M., An, Q., Andersen, S. U., Aplin, J. D., Argyropoulos, C., Asmann, Y. W., Assaeed, A. M., Atanasov, A. G., Atchison, D. A., Avery, S. V., Avillach, P., Baade, P. D., Backman, L., Badie, C., Baldi, A., Ball, E., Bardot, O., Barnett, A. G., Basner, M., Batra, J., Bazanova, O. M., Beale, A., Beddoe, T., Bell, M. L., Berezikov, E., Berners-Price, S., Bernhardt, P., Berry, E., Bessa, T. B., Billington, C., Birch, J., Blakely, R. D., Blaskovich, M. A. T., Blum, R., Boelaert, M., Bogdanos, D., Bosch, C., Bourgoin, T., Bouvard, D., Boykin, L. M., Bradley, G., Braun, D., Brownlie, J., Bruhl, A., Burt, A., Butler, L. M., Byrareddy, S. N., Byrne, H. J., Cabantous, S., Calatayud, S., Candal, E., Carlson, K., Casillas, S., Castelvetro, V., Caswell, P. T., Cavalli, G., Cerovsky, V., Chagoyen, M., Chen, C. -S., Chen, D. F., Chen, H., Chen, J. -T., Chen, Y., Cheng, C., Cheng, J., Chinapaw, M., Chinopoulos, C., Cho, W. C. S., Chong, L., Chowdhury, D., Chwalibog, A., Ciresi, A., Cockcroft, S., Conesa, A., Cook, P. A., Cooper, D. N., Coqueret, O., Corea, E. M., Costa, A., Costa, E., Coupland, C., Crawford, S. Y., Cruz, A. D., Cui, H., Cui, Q., Culver, D. C., D'Angiulli, A., Dahms, T. E. S., Daigle, F., Dalgleish, R., Danielsen, H. E., Darras, S., Davidson, S. M., Day, D. A., Degirmenci, V., Demaison, L., Devriendt, K., Ding, J., Dogan, Y., Dong, X. C., Donner, C. F., Dressick, W., Drevon, C. A., Duan, H., Ducho, C., Dumaz, N., Dwarakanath, B. S., Ebell, M. H., Eisenhardt, S., Elkum, N., Engel, N., Erickson, T. B., Fairhead, M., Faville, M. J., Fejzo, M. S., Festa, F., Feteira, A., Flood-Page, P., Forsayeth, J., Fox, S. A., Franks, S. J., Frentiu, F. D., Frilander, M. J., Fu, X., Fujita, S., Galea, I., Galluzzi, L., Gani, F., Ganpule, A. P., Garcia-Alix, A., Gedye, K., Giordano, M., Giunta, C., Gleeson, P. A., Goarant, C., Gong, H., Gora, D., Gough, M. J., Goyal, R., Graham, K. E., Grande-Perez, A., Graves, P. M., Greidanus, H., Grice, D., Grunau, C., Gumulya, Y., Guo, Y., Gurevich, V. V., Gusev, O., Hacker, E., Hage, S. R., Hagen, G., Hahn, S., Haller, D. M., Hammerschmidt, S., Han, J., Han, R., Handfield, M., Hapuarachchi, H. C., Harder, T., Hardingham, J. E., Heck, M., Heers, M., Hew, K. F., Higuchi, Y., Hilaire, C. St., Hilton, R., Hodzic, E., Hone, A., Hongoh, Y., Hu, G., Huber, H. P., Hueso, L. E., Huirne, J., Hurt, L., Idborg, H., Ikeo, K., Ingley, E., Jakeman, P. M., Jensen, A., Jia, H., Jia, S., Jiang, J., Jiang, X., Jin, Y., Jo, D., Johnson, A. M., Johnston, M., Jonscher, K. R., Jorens, P. G., Jorgensen, J. O. L., Joubert, J. W., Jung, S. -H., Junior, A. M., Kahan, T., Kamboj, S. K., Kang, Y. -K., Karamanos, Y., Karp, N. A., Kelly, R., Kenna, R., Kennedy, J., Kersten, B., Khalaf, R. A., Khalid, J. M., Khatlani, T., Khider, T., Kijanka, G. S., King, S. R. B., Kluz, T., Knox, P., Kobayashi, T., Koch, K. -W., Kohonen-Corish, M. R. J., Kong, X., Konkle-Parker, D., Korpela, K. M., Kostrikis, L. G., Kraiczy, P., Kratz, H., Krause, G., Krebsbach, P. H., Kristensen, S. R., Kumari, P., Kunimatsu, A., Kurdak, H., Kwon, Y. D., Lachat, C., Lagisz, M., Laky, B., Lammerding, J., Lange, M., Larrosa, M., Laslett, A. L., Laverman, G. D., Leclair, E. E., Lee, K. -W., Lee, M. -Y., Lee, M. -S., Li, G., Lieb, K., Lim, Y. Y., Lindsey, M. L., Line, P. -D., Liu, D., Liu, F., Liu, H., Lloyd, V. K., Lo, T. -W., Locci, E., Loidl, J., Lorenzen, J., Lorkowski, S., Lovell, N. H., Lu, H., Lu, W., Lu, Z., Luengo, G. S., Lundh, L. -G., Lysy, P. A., Mabb, A., Mack, H. G., Mackey, D. A., Mahdavi, S. R., Maher, P., Maher, T., Maity, S. N., Malgrange, B., Mamoulakis, C., Mangoni, A. A., Manke, T., Manstead, A. S. R., Mantalaris, A., Marsal, J., Marschall, H. -U., Martin, F. L., Martinez-Raga, J., Martinez-Salas, E., Mathieu, D., Matsui, Y., Maza, E., Mccutcheon, J. E., Mckay, G. J., Mcmillan, B., Mcmillan, N., Meads, C., Medina, L., Merrick, B. A., Metzger, D. W., Meunier, F. A., Michaelis, M., Micheau, O., Mihara, H., Mintz, E. M., Mizukami, T., Moalic, Y., Mohapatra, D. P., Monteiro, A., Montes, M., Moran, J. V., Morozov, S. Y., Mort, M., Murai, N., Murphy, D. J., Murphy, S. K., Murray, S. A., Naganawa, S., Nammi, S., Nasios, G., Natoli, R. M., Nguyen, F., Nicol, C., van Nieuwerburgh, F., Nilsen, E. B., Nobile, C. J., O'Mahony, M., Ohlsson, S., Olatunbosun, O., Olofsson, P., Ortiz, A., Ostrikov, K., Otto, S., Outeiro, T. F., Ouyang, S., Paganoni, S., Page, A., Palm, C., Paradies, Y., Parsons, M. H., Parsons, N., Pascal, P., Paul, E., Peckham, M., Pedemonte, N., Pellizzon, M. A., Petrelli, M., Pichugin, A., Pinto, C. J. C., Plevris, J. N., Pollesello, P., Polz, M., Ponti, G., Porcelli, P., Prince, M., Quinn, G. P., Quinn, T. J., Ramula, S., Rappsilber, J., Rehfeldt, F., Reiling, J. H., Remacle, C., Rezaei, M., Riddick, E. W., Ritter, U., Roach, N. W., Roberts, D. D., Robles, G., Rodrigues, T., Rodriguez, C., Roislien, J., Roobol, M. J., Rowe, A., Ruepp, A., van Ruitenbeek, J., Rust, P., Saad, S., Sack, G. H., Santos, M., Saudemont, A., Sava, G., Schrading, S., Schramm, A., Schreiber, M., Schuler, S., Schymkowitz, J., Sczyrba, A., Seib, K. L., Shi, H. -P., Shimada, T., Shin, J. -S., Shortt, C., Silveyra, P., Skinner, D., Small, I., Smeets, P. A. M., So, P. -W., Solano, F., Sonenshine, D. E., Song, J., Southall, T., Speakman, J. R., Srinivasan, M. V., Stabile, L. P., Stasiak, A., Steadman, K. J., Stein, N., Stephens, A. W., Stewart, D. I., Stine, K., Storlazzi, C., Stoynova, N. V., Strzalka, W., Suarez, O. M., Sultana, T., Sumant, A. V., Summers, M. J., Sun, G., Tacon, P., Tanaka, K., Tang, H., Tanino, Y., Targett-Adams, P., Tayebi, M., Tayyem, R., Tebbe, C. C., Telfer, E. E., Tempel, W., Teodorczyk-Injeyan, J. A., Thijs, G., Thorne, S., Thrift, A. G., Tiffon, C., Tinnefeld, P., Tjahjono, D. H., Tolle, F., Toth, E., Del Tredici, A. L., Tsapas, A., Tsirigotis, K., Turak, A., Tzotzos, G., Udo, E. E., Utsumi, T., Vaidyanathan, S., Vaillant, M., Valsesia, A., Vandenbroucke, R. E., Veiga, F. H., Vendrell, M., Vesk, P. A., Vickers, P., Victor, V. M., Villemur, R., Vohl, M. -C., Voolstra, C. R., Vuillemin, A., Wakelin, S., Waldron, L., Walsh, L. J., Wang, A. Y., Wang, F., Wang, Y., Watanabe, Y., Weigert, A., Wen, J. -C., Wham, C., White, E. P., Wiener, J., Wilharm, G., Wilkinson, S., Willmann, R., Wilson, C., Wirth, B., Wojan, T. R., Wolff, M., Wong, B. M., Wu, T. -W., Wuerbel, H., Xiao, X., Xu, D., Xu, J. W., Xue, B., Yalcin, S., Yan, H., Yang, E. -C., Yang, S., Yang, W., Ye, Y., Ye, Z. -Q., Yli-Kauhaluoma, J., Yoneyama, H., Yu, Y., Yuan, G. -C., Yuh, C. -H., Zaccolo, M., Zeng, C., Zevnik, B., Zhang, L., Zhang, Y., Zhang, Z. -Y., Zhao, Y., Zhou, M., Zuberbier, T., Aanei, C. M., Ahmad, R., Al-Lawama, M., Alanio, A., Allardyce, J., Alonso-Caneiro, D., Atack, J. M., Baier, D., Bansal, A., Benezeth, Y., Berbesque, C., Berrevoet, F., Biedermann, P. H. W., Bijleveld, E., Bittner, F., Blombach, F., van den Bos, W., Boudreau, S. A., Bramoweth, A. D., Braubach, O., Cai, Y., Campbell, M., Catry, T., Chen, X., Cheng, S., Chung, H. -J., Chavez-Fumagalli, M. A., Conway, A., Costa, B. M., Cyr, N., Dean, L. T., Denzel, M. S., Dlamini, S. V., Dudley, K. J., Dufies, M., Ecke, T., Eckweiler, D., Eixarch, E., El-Adawy, H., Emmrich, J. V., Eustace, A. J., Falter-Wagner, C. M., Farhoudi, R., Fuss, J., Gao, J., Gill, M. R., Gloyn, L., Goggs, R., Govinden, U., Greene, G., Greiff, V., Grundle, D. S., Gruneberg, P., Gumede, N., Haore, G., Harrison, P., Hoenner, X., Hojsgaard, D., Hori, H., Ikonomopoulou, M. P., Jeurissen, P., Johnson, D. M., Kabra, D., Kamagata, K., Karmakar, C., Kasian, O., Kaye, L. K., Khan, M. M., Kim, Y. -M., Kish, J. K., Kobold, S., Kohanbash, G., Kohls, G., Kugler, J. -M., Kumar, G., Lacy-Colson, J., Latif, A., Lauschke, V. M., Li, B., Lim, C. J., Liu, X., Lu, J. -J., Lu, Q., Mahavadi, P., Marzocchi, U., Mcgarrigle, C. A., van Meerten, T., Min, R., Moal, I., Molari, M., Molleman, L., Mondal, S. R., van de Mortel, T., Moss, W. N., Moultos, O. A., Mukherjee, M., Nakayama, K., Narayan, E., Navaratnarajah, Neumann, P. -A., Nie, J., Nie, Y., Niemeyer, F., Nolan, F., Nwaiwu, O., Oldenmenger, W. H., Olumayede, E., Ou, J., Pallebage-Gamarallage, M., Pearce, S. P., Pelkonen, T., Pelleri, M. C., Pereira, J. L., Pheko, M., Pinto, K. A., Piovesan, A., Pluess, M., Podolsky, I. M., Prescott, J., Qi, D., Qi, X., Raikou, V. D., Ranft, A., Rhodes, J., Rotge, J. -Y., Rowe, A. D., Saggar, M., Schuon, R. A., Shahid, S., Shalchyan, V., Shirvalkar, P., Shiryayev, O., Singh, J., Smout, M. J., Soares, A., Song, C., Srivastava, K., Srivastava, R. K., Sun, J., Szabo, A., Szymanski, W., Tai, C. N. P., Takeuchi, H., Tanadini-Lang, S., Tang, F., Tao, W., Theron, G., Tian, C. F., Tian, Y. -S., Tuttle, L. M., Valenti, A., Verlot, P., Walker, M., Wang, J., Welter, D., Winslade, M., Wu, D., Wu, Y. -R., Xiao, H., Xu, B., Xu, Z., Yang, D., Yang, M., Yankilevich, P., You, Y., Yu, C., Zhan, J., Zhang, G., Zhang, K., Zhang, T., Zhao, G., Zhao, J., Zhou, X., Zhu, Z., Ajani, P. A., Anazodo, U. C., Bagloee, S. A., Bail, K., Bar, I., Bathelt, J., Benkeser, D., Bernier, M. L., Blanchard, A. M., Boakye, D. W., Bonatsos, V., Boon, M. H., Bouboulis, G., Bromfield, E., Brown, J., Bul, K. C. M., Burton, K. J., Butkowski, E. G., Carroll, G., Chao, F., Charrier, E. E., Chen, Y. -C., Chenguang, Choi, J. R., Christoffersen, T., Comel, J. C., Cosse, C., Cui, Y., van Dessel, P., Dhaval, Diodato, D., Duffey, M., Dutt, A., Egea, L. G., El-Said, M., Faye, M., Fernandez-Fernandez, B., Foley, K. G., Founou, L. L., Fu, F., Gadelkareem, R. A., Galimov, E., Garip, G., Gemmill, A., Gouil, Q., Grey, J., Gridneva, Z., Grothe, M. J., Grebert, T., Guerrero, F., Guignard, L., Haenssgen, M. J., Hasler, D., Holgate, J. Y., Huang, A., Hulse-Kemp, A. M., Jean-Quartier, C., Jeon, S. -M., Jia, Y., Jutzeler, C., Kalatzis, P., Karim, M., Karsay, K., Keitel, A., Kempe, A., Keown, J. R., Khoo, C. M., Khwaja, N., Kievit, R. A., Kosanic, S., Koutoukidis, D. A., Kramer, P., Kumar, D., Kirag, N., Lanza, G., Le, T. D., Leem, J. W., Leightley, D., Leite, A., Lercher, L., Li, Y., Lim, R., Lima, L. R. A., Lin, L., Ling, T., Liu, Y., Liu, Z., Lu, Y., Lum, F. M., Luo, H., Machhi, J., Macleod, A., Macwan, I., Madala, H. R., Madani, N., de Maio, N., Makowiecki, K., Mallinson, D. J., Margelyte, R., Maria, C., Markonis, Y., Marsili, L., Mavoa, S., Mcwilliams, L., Megersa, M., Souto-Maior, C., Menichetti, J., Mercieca-Bebber, R., Miller, J. J., Minde, D. -P. M., Minges, A., Mishra, E., Mishra, V. R., Moores, C., Morrice, N., Moskalensky, A. E., Navarin, N., Negera, E., Nolet, P., Nordberg, A., Norden, R., Nowicki, J. P., Olova, N., Olszewski, P., Onzima, R., Pan, C. -L., Park, C., Park, D. I., Park, S., Patil, C. D., Pedro, S. A., Perry, S. R., Peter, J., Peterson, B. M., Pezzuolo, A., Pozdnyakov, I., Qian, S., Qin, L., Rafe, A., Raote, I., Raza, A., Rebl, H., Refai, O., Regan, T., Richa, T., Richardson, M. F., Robinson, K. R., Rossoni, L., Rouet, R., Safaei, S., Schneeberger, P. H. H., Schwotzer, D., Sebastian, A., Selinski, J., Seltmann, S., Sha, F., Shalev, N., Shang, J. -L., Singer, J., Singh, M., Smith, T., Solomon-Moore, E., Song, L., Soraggi, S., Stanley, R., Steckhan, N., Strobl, F., Subissi, L., Supriyanto, I., Surve, C. R., Suzuki, T., Syme, C., Sorelius, K., Tang, Y., Tantawy, M., Tennakoon, S., Teseo, S., Toelzer, C., Tomov, N., Tovar, M., Tran, L., Tripathi, S., Tuladhar, A. M., Ukubuiwe, A. C., Ung, C. O. L., Valgepea, K., Vatanparast, H., Vidal, A., Wang, Q., Watari, R., Webster, R., Wei, J., Wibowo, D., Wingenbach, T. S. H., Xavier, R. M., Xiao, S., Xiong, P., Xu, S., Yao, R., Yao, W., Yin, Q., Zaitsu, M., Zeineb, Z., Zhan, X. -Y., Zhang, R., Zhang, W., Zheng, S., Zhou, B., Ahmad, H., Akinwumi, S. A., Albery, G. F., Alhowimel, A., Ali, J., Alshehri, M., Alsuhaibani, M., Anikin, A., Azubuike, S. O., Bach-Mortensen, A., Baltiansky, L., Bartas, M., Belachew, K. Y., Bhardwaj, V., Binder, K., Bland, N. S., Boah, M., Bullen, B., Calabro', Giovanna Elisa, Callahan, T. J., Cao, B., Chalmers, K., Chang, W., Che, Z., Chen, A. T. Y., Chen, Z., Choi, Y., Chowdhury, M. A. K., Christensen, M. R., Cooke, R. S. C., Cottini, M., Covington, N. V., Cunningham, C., Delarocque, J., Devos, L., Dhar, A. R., Ding, K. -F., Dong, K., Dong, Z., Dreyer, N., Ekstrand, C., Fardet, T., Feleke, B. E., Feurer, T., Freitas, A., Gao, T., Gebremedhin, Giganti, F., Grabowski, P., Guerra-Mora, J. R., Guo, C., Guo, X., Gupta, H., He, S., Heijne, M., Heinemann, S., Hogrebe, A., Huang, Z., Iskander-Rizk, S., Iyer, L. M., Jahan, Y., James, A. S., Joel, E., Joffroy, B., Jegousse, C., Kambondo, G., Karnati, P., Kaya, C., Ke, A., Kelly, D., Kickert, R., Kidibule, P. E., Kieselmann, J. P., Kim, H. J., Kitazawa, T., Lamberts, A., Liang, H., Linn, S. N., Litfin, T., Liusuo, W., Lygirou, V., Mahato, A. K., Mai, Z. -M., Major, R. W., Mali, S., Mallis, P., Mao, W., Marvin-Dowle, K., Mason, L. D., Merideth, B., Merino-Plaza, M. J., Merlaen, B., Messina, R., Mishra, A. K., Muhammad, J., Musinguzi, C., Nanou, A., Naqash, A., Nguyen, J. T., Nguyen, T. T. H., Ni, D., Nida, Notcovich, S., Ohst, B., Ollivier, Q. R., Osses, D. F., Peng, X., Plantinga, A., Pulia, M., Rafiq, M., Raman, A., Raucher-Chene, Rawski, R., Ray, A., Razak, L. A., Rudolf, K., Rusch, P., Sadoine, M. L., Schmidt, A., Schurr, R., Searles, S., Sharma, S., Sheehan, B., Shi, C., Shohayeb, B., Sommerlad, A., Strehlow, J., Sun, X., Sundar, R., Taherzadeh, G., Tahir, N. D. M., Tang, J., Testa, J., Tian, Z., Tingting, Q., Verheijen, G. P., Vickstrom, C., Wang, T., Wang, X., Wang, Z., Wei, P., Wilson, A., Wyart, Yassine, A. -A., Yousefzadeh, A., Zare, A., Zeng, Z., Zhang, H., Zhou, J., Zhu, D., Adamo, V., Adeyemo, A. A., Aggelidou, M., Al-Owaifeer, A. M., Al-Riyami, A. Z., Alzghari, S. K., Andersen, V., Angus, K., Asaduzzaman, M., Asady, H., Ato, D., Bai, X., Baines, R. L., Ballantyne, M., Ban, B., Beck, J., Ben-Nafa, W., Black, E., Blancher, A., Blankstein, R., Bodagh, N., Borges, P., Brooks, A., Brox-Ponce, J., Brunetti, A., Canham, C. D., Carninci, P., Carvajal, R., Chang, S. C., Chao, J., Chatterjee, P., Chen, L., Chhatriwalla, A. K., Chikowe, I., Chuang, T. -J., Collevatti, R. G., Cornejo, D. A. V., Cuenda, A., Dao, M., Dauga, D., Deng, Z., Devkota, K., Doan, L. V., Elewa, Y. H. A., Fan, D., Faruk, M., Feifei, S., Ferguson, T. S., Fleres, F., Foster, E. J., Foster, S., Furer, T., Gao, Y., Garcia-Rivera, E. J., Gazdar, A., George, R. B., Ghosh, S., Gianchecchi, E., Gleason, J. M., Hackshaw, A., Hall, A., Hall, R., Harper, P., Hogg, W. E., Huang, G., Hunter, K. E., Ijzerman, A. P., Jesus, C., Jian, G., Lewis, J. S., Kanj, S. S., Kaur, H., Kheir, F., Kichatova, V. S., Kiyani, M., Klein, R., Kovesi, T., Kraschnewski, J. L., Kumar, A. P., Labutin, D., Lazo-Langner, A., Leclercq, G., Li, M., Li, Q., Li, T., Liao, W. -T., Liao, Z. -Y., Lin, J., Lizer, J., Lobreglio, G., Lowies, C., Lu, C., Majeed, H., Martin, A., Martinez-Sobrido, L., Meresh, E., Middelveen, M., Mohebbi, A., Mota, J., Mozaheb, Z., Muyaya, L., Nandhakumar, A., Ng, S. H. X., Obeidat, M., Oh, D. -H., Owais, M., Pace-Asciak, P., Panwar, A., Patterson, C., Penagos-Tabaree, F., Pianosi, P. T., Pinzi, V., Pridans, C., Psaroulaki, A., Pujala, R. K., Pulido-Arjona, L., Qi, P. -F., Rahman, P., Rai, N. K., Rassaf, T., Refardt, J., Ricciardi, Walter, Riess, O., Rovas, A., Sacks, F. M., Saleh, S., Sampson, C., Schmutz, A., Sepanski, R., Sharma, N., Spearman, P., Subramaniapillai, M., Swali, R., Tan, C. M., Tellechea, J. I., Thomas, L. -M., Tong, X., Vavvas, D. G., Veys, R., Vitriol, V., Wang, H. -D., Waugh, J., Webb, S. A., Williams, B. A., Workman, A. D., Xiang, T., Xie, L. -X., Xu, T., Yang, C., Yoon, J. G., Yuan, C. M., Zaritsky, A., Zhao, H., Zuckerman, H., Lyu, R., Pullan, W., Calabro G. E. (ORCID:0000-0003-0259-3797), Ricciardi W. (ORCID:0000-0002-5655-688X), Brown, P., Zhou, Y., Tan, A. -C., El-Esawi, M. A., Liehr, T., Blanck, O., Gladue, D. P., Almeida, G. M. F., Cernava, T., Sorzano, C. O., Yeung, A. W. K., Engel, M. S., Chandrasekaran, A. R., Muth, T., Staege, M. S., Daulatabad, S. V., Widera, D., Zhang, J., Meule, A., Honjo, K., Pourret, O., Yin, C. -C., Zhang, Z., Cascella, M., Flegel, W. A., Goodyear, C. S., van Raaij, M. J., Bukowy-Bieryllo, Z., Campana, L. G., Kurniawan, N. A., Lalaouna, D., Huttner, F. J., Ammerman, B. A., Ehret, F., Cobine, P. A., Tan, E. -C., Han, H., Xia, W., Mccrum, C., Dings, R. P. M., Marinello, F., Nilsson, H., Nixon, B., Voskarides, K., Yang, L., Costa, V. D., Bengtsson-Palme, J., Bradshaw, W., Grimm, D. G., Kumar, N., Martis, E., Prieto, D., Sabnis, S. C., Amer, S. E. D. R., Liew, A. W. C., Perco, P., Rahimi, F., Riva, G., Zhang, C., Devkota, H. P., Ogami, K., Basharat, Z., Fierz, W., Siebers, R., Tan, K. H., Boehme, K. A., Brenneisen, P., Brown, J. A. L., Dalrymple, B. P., Harvey, D. J., Ng, G., Werten, S., Bleackley, M., Dai, Z., Dhariwal, R., Gelfer, Y., Hartmann, M. D., Miotla, P., Tamaian, R., Govender, P., Gurney-Champion, O. J., Kauppila, J. H., Zhang, X., Echeverria, N., Subhash, S., Sallmon, H., Tofani, M., Bae, T., Bosch, O., Cuiv, P. O., Danchin, A., Diouf, B., Eerola, T., Evangelou, E., Filipp, F., Klump, H., Kurgan, L., Smith, S. S., Terrier, O., Tuttle, N., Ascher, D. B., Janga, S. C., Schulte, L. N., Becker, D., Browngardt, C., Bush, S. J., Gaullier, G., Ide, K., Meseko, C., Werner, G. D. A., Zaucha, J., Al-Farha, A. A., Greenwald, N. F., Popoola, S. I., Rahman, S., Xu, J., Yang, S. Y., Hiroi, N., Alper, O. M., Baker, C. I., Bitzer, M., Chacko, G., Debrabant, B., Dixon, R., Forano, E., Gilliham, M., Kelly, S., Klempnauer, K. -H., Lidbury, B. A., Lin, M. Z., Lynch, I., Ma, W., Maibach, E. W., Mather, D. E., Nandakumar, K. S., Ohgami, R. S., Parchi, P., Tressoldi, P., Xue, Y., Armitage, C., Barraud, P., Chatzitheochari, S., Coelho, L. P., Diao, J., Doxey, A. C., Gobet, A., Hu, P., Kaiser, S., Mitchell, K. M., Salama, M. F., Shabalin, I. G., Song, H., Stevanovic, D., Yadollahpour, A., Zeng, E., Zinke, K., Alimba, C. G., Beyene, T. J., Cao, Z., Chan, S. S., Gatchell, M., Kleppe, A., Piotrowski, M., Torga, G., Woldesemayat, A. A., Cosacak, M. I., Haston, S., Ross, S. A., Williams, R., Wong, A., Abramowitz, M. K., Effiong, A., Lee, S., Abid, M. B., Agarabi, C., Alaux, C., Albrecht, D. R., Atkins, G. J., Beck, C. R., Bonvin, A. M. J. J., Bourke, E., Brand, T., Braun, R. J., Bull, J. A., Cardoso, P., Carter, D., Delahay, R. M., Ducommun, B., Duijf, P. H. G., Epp, T., Eskelinen, E. -L., Fallah, M., Farber, D. B., Fernandez-Triana, J., Feyerabend, F., Florio, T., Friebe, M., Furuta, S., Gabrielsen, M., Gruber, J., Grybos, M., Han, Q., Heinrich, M., Helantera, H., Huber, M., Jeltsch, A., Jiang, F., Josse, C., Jurman, G., Kamiya, H., de Keersmaecker, K., Kristiansson, E., de Leeuw, F. -E., Li, J., Liang, S., Lopez-Escamez, J. A., Lopez-Ruiz, F. J., Marchbank, K. J., Marschalek, R., Martin, C. S., Miele, A. E., Montagutelli, X., Morcillo, E., Nicoletti, R., Niehof, M., O'Toole, R., Ohtomo, T., Oster, H., Palma, J. -A., Paterson, R., Peifer, M., Portilla, M., Portillo, M. C., Pritchard, A. L., Pusch, S., Raghava, G. P. S., Roberts, N. J., Ross, K., Schuele, B., Sergeant, K., Shen, J., Stella, A., Sukocheva, O., Uversky, V. N., Vanneste, S., Villet, M. H., Viveiros, M., Vorholt, J. A., Weinstock, C., Yamato, M., Zabetakis, I., Zhao, X., Ziegler, A., Aizat, W. M., Atlas, L., Bridges, K. M., Chakraborty, S., Deschodt, M., Domingues, H. S., Esfahlani, S. S., Falk, S., Guisado, J. L., Kane, N. C., Kueberuwa, G., Lau, C. L., Liang, D., Liu, E., Luu, A. M., Ma, C., Ma, L., Moyer, R., Norris, A. D., Panthee, S., Parsons, J. R., Peng, Y., Pinto, I. M., Reschke, C. R., Sillanpaa, E., Stewart, C. J., Uhle, F., Yang, H., Zhou, K., Zhu, S., Ashry, M., Bergsland, N., Berthold, M., Chen, C. -E., Colella, V., Cuypers, M., Eskew, E. A., Fan, X., Gajda, M., Gonzalezlez-Prendes, R., Goodin, A., Graham, E. B., Groen, E. J. N., Gutierrez-Sacristan, A., Habes, M., Heffler, E., Higginbottom, D. B., Janzen, T., Jayaraman, J., Jibb, L. A., Jongen, S., Kinyanjui, T., Koleva-Kolarova, R. G., Li, Z., Liu, Y. -P., Lund, B. A., Lussier, A. A., Mier, P., Moore, M. D., Nagler, K., Orme, M. W., Pearson, J. A., Prajapati, A. S., Saito, Y., Troder, S. E., Uchendu, F., Verloh, N., Voutchkova, D. D., Abu-Zaid, A., Bakkach, J., Baumert, P., Dono, M., Hanson, J., Herbelet, S., Hobbs, E., Kulkarni, A., Liu, S., Loft, N. D., Reddan, T., Senghore, T., Vindin, H., Xu, H., Bannon, R., Chen, B., Cheung, J. T. K., Cooper, J., Esnakula, A. K., Feghali, K. A., Ghelardi, E., Gnasso, A., Horbar, J., Lai, H. M., Ma, R., Pan, Z., Peres, M. A., Pranata, R., Seow, E., Sydes, M., Testoni, I., Westermair, A. L., Yang, Y., Afnan, M., Albiol, J., Albuquerque, L. G., Amir, S., Amiya, E., Amorim, R. M., An, Q., Andersen, S. U., Aplin, J. D., Argyropoulos, C., Asmann, Y. W., Assaeed, A. M., Atanasov, A. G., Atchison, D. A., Avery, S. V., Avillach, P., Baade, P. D., Backman, L., Badie, C., Baldi, A., Ball, E., Bardot, O., Barnett, A. G., Basner, M., Batra, J., Bazanova, O. M., Beale, A., Beddoe, T., Bell, M. L., Berezikov, E., Berners-Price, S., Bernhardt, P., Berry, E., Bessa, T. B., Billington, C., Birch, J., Blakely, R. D., Blaskovich, M. A. T., Blum, R., Boelaert, M., Bogdanos, D., Bosch, C., Bourgoin, T., Bouvard, D., Boykin, L. M., Bradley, G., Braun, D., Brownlie, J., Bruhl, A., Burt, A., Butler, L. M., Byrareddy, S. N., Byrne, H. J., Cabantous, S., Calatayud, S., Candal, E., Carlson, K., Casillas, S., Castelvetro, V., Caswell, P. T., Cavalli, G., Cerovsky, V., Chagoyen, M., Chen, C. -S., Chen, D. F., Chen, H., Chen, J. -T., Chen, Y., Cheng, C., Cheng, J., Chinapaw, M., Chinopoulos, C., Cho, W. C. S., Chong, L., Chowdhury, D., Chwalibog, A., Ciresi, A., Cockcroft, S., Conesa, A., Cook, P. A., Cooper, D. N., Coqueret, O., Corea, E. M., Costa, A., Costa, E., Coupland, C., Crawford, S. Y., Cruz, A. D., Cui, H., Cui, Q., Culver, D. C., D'Angiulli, A., Dahms, T. E. S., Daigle, F., Dalgleish, R., Danielsen, H. E., Darras, S., Davidson, S. M., Day, D. A., Degirmenci, V., Demaison, L., Devriendt, K., Ding, J., Dogan, Y., Dong, X. C., Donner, C. F., Dressick, W., Drevon, C. A., Duan, H., Ducho, C., Dumaz, N., Dwarakanath, B. S., Ebell, M. H., Eisenhardt, S., Elkum, N., Engel, N., Erickson, T. B., Fairhead, M., Faville, M. J., Fejzo, M. S., Festa, F., Feteira, A., Flood-Page, P., Forsayeth, J., Fox, S. A., Franks, S. J., Frentiu, F. D., Frilander, M. J., Fu, X., Fujita, S., Galea, I., Galluzzi, L., Gani, F., Ganpule, A. P., Garcia-Alix, A., Gedye, K., Giordano, M., Giunta, C., Gleeson, P. A., Goarant, C., Gong, H., Gora, D., Gough, M. J., Goyal, R., Graham, K. E., Grande-Perez, A., Graves, P. M., Greidanus, H., Grice, D., Grunau, C., Gumulya, Y., Guo, Y., Gurevich, V. V., Gusev, O., Hacker, E., Hage, S. R., Hagen, G., Hahn, S., Haller, D. M., Hammerschmidt, S., Han, J., Han, R., Handfield, M., Hapuarachchi, H. C., Harder, T., Hardingham, J. E., Heck, M., Heers, M., Hew, K. F., Higuchi, Y., Hilaire, C. St., Hilton, R., Hodzic, E., Hone, A., Hongoh, Y., Hu, G., Huber, H. P., Hueso, L. E., Huirne, J., Hurt, L., Idborg, H., Ikeo, K., Ingley, E., Jakeman, P. M., Jensen, A., Jia, H., Jia, S., Jiang, J., Jiang, X., Jin, Y., Jo, D., Johnson, A. M., Johnston, M., Jonscher, K. R., Jorens, P. G., Jorgensen, J. O. L., Joubert, J. W., Jung, S. -H., Junior, A. M., Kahan, T., Kamboj, S. K., Kang, Y. -K., Karamanos, Y., Karp, N. A., Kelly, R., Kenna, R., Kennedy, J., Kersten, B., Khalaf, R. A., Khalid, J. M., Khatlani, T., Khider, T., Kijanka, G. S., King, S. R. B., Kluz, T., Knox, P., Kobayashi, T., Koch, K. -W., Kohonen-Corish, M. R. J., Kong, X., Konkle-Parker, D., Korpela, K. M., Kostrikis, L. G., Kraiczy, P., Kratz, H., Krause, G., Krebsbach, P. H., Kristensen, S. R., Kumari, P., Kunimatsu, A., Kurdak, H., Kwon, Y. D., Lachat, C., Lagisz, M., Laky, B., Lammerding, J., Lange, M., Larrosa, M., Laslett, A. L., Laverman, G. D., Leclair, E. E., Lee, K. -W., Lee, M. -Y., Lee, M. -S., Li, G., Lieb, K., Lim, Y. Y., Lindsey, M. L., Line, P. -D., Liu, D., Liu, F., Liu, H., Lloyd, V. K., Lo, T. -W., Locci, E., Loidl, J., Lorenzen, J., Lorkowski, S., Lovell, N. H., Lu, H., Lu, W., Lu, Z., Luengo, G. S., Lundh, L. -G., Lysy, P. A., Mabb, A., Mack, H. G., Mackey, D. A., Mahdavi, S. R., Maher, P., Maher, T., Maity, S. N., Malgrange, B., Mamoulakis, C., Mangoni, A. A., Manke, T., Manstead, A. S. R., Mantalaris, A., Marsal, J., Marschall, H. -U., Martin, F. L., Martinez-Raga, J., Martinez-Salas, E., Mathieu, D., Matsui, Y., Maza, E., Mccutcheon, J. E., Mckay, G. J., Mcmillan, B., Mcmillan, N., Meads, C., Medina, L., Merrick, B. A., Metzger, D. W., Meunier, F. A., Michaelis, M., Micheau, O., Mihara, H., Mintz, E. M., Mizukami, T., Moalic, Y., Mohapatra, D. P., Monteiro, A., Montes, M., Moran, J. V., Morozov, S. Y., Mort, M., Murai, N., Murphy, D. J., Murphy, S. K., Murray, S. A., Naganawa, S., Nammi, S., Nasios, G., Natoli, R. M., Nguyen, F., Nicol, C., van Nieuwerburgh, F., Nilsen, E. B., Nobile, C. J., O'Mahony, M., Ohlsson, S., Olatunbosun, O., Olofsson, P., Ortiz, A., Ostrikov, K., Otto, S., Outeiro, T. F., Ouyang, S., Paganoni, S., Page, A., Palm, C., Paradies, Y., Parsons, M. H., Parsons, N., Pascal, P., Paul, E., Peckham, M., Pedemonte, N., Pellizzon, M. A., Petrelli, M., Pichugin, A., Pinto, C. J. C., Plevris, J. N., Pollesello, P., Polz, M., Ponti, G., Porcelli, P., Prince, M., Quinn, G. P., Quinn, T. J., Ramula, S., Rappsilber, J., Rehfeldt, F., Reiling, J. H., Remacle, C., Rezaei, M., Riddick, E. W., Ritter, U., Roach, N. W., Roberts, D. D., Robles, G., Rodrigues, T., Rodriguez, C., Roislien, J., Roobol, M. J., Rowe, A., Ruepp, A., van Ruitenbeek, J., Rust, P., Saad, S., Sack, G. H., Santos, M., Saudemont, A., Sava, G., Schrading, S., Schramm, A., Schreiber, M., Schuler, S., Schymkowitz, J., Sczyrba, A., Seib, K. L., Shi, H. -P., Shimada, T., Shin, J. -S., Shortt, C., Silveyra, P., Skinner, D., Small, I., Smeets, P. A. M., So, P. -W., Solano, F., Sonenshine, D. E., Song, J., Southall, T., Speakman, J. R., Srinivasan, M. V., Stabile, L. P., Stasiak, A., Steadman, K. J., Stein, N., Stephens, A. W., Stewart, D. I., Stine, K., Storlazzi, C., Stoynova, N. V., Strzalka, W., Suarez, O. M., Sultana, T., Sumant, A. V., Summers, M. J., Sun, G., Tacon, P., Tanaka, K., Tang, H., Tanino, Y., Targett-Adams, P., Tayebi, M., Tayyem, R., Tebbe, C. C., Telfer, E. E., Tempel, W., Teodorczyk-Injeyan, J. A., Thijs, G., Thorne, S., Thrift, A. G., Tiffon, C., Tinnefeld, P., Tjahjono, D. H., Tolle, F., Toth, E., Del Tredici, A. L., Tsapas, A., Tsirigotis, K., Turak, A., Tzotzos, G., Udo, E. E., Utsumi, T., Vaidyanathan, S., Vaillant, M., Valsesia, A., Vandenbroucke, R. E., Veiga, F. H., Vendrell, M., Vesk, P. A., Vickers, P., Victor, V. M., Villemur, R., Vohl, M. -C., Voolstra, C. R., Vuillemin, A., Wakelin, S., Waldron, L., Walsh, L. J., Wang, A. Y., Wang, F., Wang, Y., Watanabe, Y., Weigert, A., Wen, J. -C., Wham, C., White, E. P., Wiener, J., Wilharm, G., Wilkinson, S., Willmann, R., Wilson, C., Wirth, B., Wojan, T. R., Wolff, M., Wong, B. M., Wu, T. -W., Wuerbel, H., Xiao, X., Xu, D., Xu, J. W., Xue, B., Yalcin, S., Yan, H., Yang, E. -C., Yang, S., Yang, W., Ye, Y., Ye, Z. -Q., Yli-Kauhaluoma, J., Yoneyama, H., Yu, Y., Yuan, G. -C., Yuh, C. -H., Zaccolo, M., Zeng, C., Zevnik, B., Zhang, L., Zhang, Y., Zhang, Z. -Y., Zhao, Y., Zhou, M., Zuberbier, T., Aanei, C. M., Ahmad, R., Al-Lawama, M., Alanio, A., Allardyce, J., Alonso-Caneiro, D., Atack, J. M., Baier, D., Bansal, A., Benezeth, Y., Berbesque, C., Berrevoet, F., Biedermann, P. H. W., Bijleveld, E., Bittner, F., Blombach, F., van den Bos, W., Boudreau, S. A., Bramoweth, A. D., Braubach, O., Cai, Y., Campbell, M., Catry, T., Chen, X., Cheng, S., Chung, H. -J., Chavez-Fumagalli, M. A., Conway, A., Costa, B. M., Cyr, N., Dean, L. T., Denzel, M. S., Dlamini, S. V., Dudley, K. J., Dufies, M., Ecke, T., Eckweiler, D., Eixarch, E., El-Adawy, H., Emmrich, J. V., Eustace, A. J., Falter-Wagner, C. M., Farhoudi, R., Fuss, J., Gao, J., Gill, M. R., Gloyn, L., Goggs, R., Govinden, U., Greene, G., Greiff, V., Grundle, D. S., Gruneberg, P., Gumede, N., Haore, G., Harrison, P., Hoenner, X., Hojsgaard, D., Hori, H., Ikonomopoulou, M. P., Jeurissen, P., Johnson, D. M., Kabra, D., Kamagata, K., Karmakar, C., Kasian, O., Kaye, L. K., Khan, M. M., Kim, Y. -M., Kish, J. K., Kobold, S., Kohanbash, G., Kohls, G., Kugler, J. -M., Kumar, G., Lacy-Colson, J., Latif, A., Lauschke, V. M., Li, B., Lim, C. J., Liu, X., Lu, J. -J., Lu, Q., Mahavadi, P., Marzocchi, U., Mcgarrigle, C. A., van Meerten, T., Min, R., Moal, I., Molari, M., Molleman, L., Mondal, S. R., van de Mortel, T., Moss, W. N., Moultos, O. A., Mukherjee, M., Nakayama, K., Narayan, E., Navaratnarajah, Neumann, P. -A., Nie, J., Nie, Y., Niemeyer, F., Nolan, F., Nwaiwu, O., Oldenmenger, W. H., Olumayede, E., Ou, J., Pallebage-Gamarallage, M., Pearce, S. P., Pelkonen, T., Pelleri, M. C., Pereira, J. L., Pheko, M., Pinto, K. A., Piovesan, A., Pluess, M., Podolsky, I. M., Prescott, J., Qi, D., Qi, X., Raikou, V. D., Ranft, A., Rhodes, J., Rotge, J. -Y., Rowe, A. D., Saggar, M., Schuon, R. A., Shahid, S., Shalchyan, V., Shirvalkar, P., Shiryayev, O., Singh, J., Smout, M. J., Soares, A., Song, C., Srivastava, K., Srivastava, R. K., Sun, J., Szabo, A., Szymanski, W., Tai, C. N. P., Takeuchi, H., Tanadini-Lang, S., Tang, F., Tao, W., Theron, G., Tian, C. F., Tian, Y. -S., Tuttle, L. M., Valenti, A., Verlot, P., Walker, M., Wang, J., Welter, D., Winslade, M., Wu, D., Wu, Y. -R., Xiao, H., Xu, B., Xu, Z., Yang, D., Yang, M., Yankilevich, P., You, Y., Yu, C., Zhan, J., Zhang, G., Zhang, K., Zhang, T., Zhao, G., Zhao, J., Zhou, X., Zhu, Z., Ajani, P. A., Anazodo, U. C., Bagloee, S. A., Bail, K., Bar, I., Bathelt, J., Benkeser, D., Bernier, M. L., Blanchard, A. M., Boakye, D. W., Bonatsos, V., Boon, M. H., Bouboulis, G., Bromfield, E., Brown, J., Bul, K. C. M., Burton, K. J., Butkowski, E. G., Carroll, G., Chao, F., Charrier, E. E., Chen, Y. -C., Chenguang, Choi, J. R., Christoffersen, T., Comel, J. C., Cosse, C., Cui, Y., van Dessel, P., Dhaval, Diodato, D., Duffey, M., Dutt, A., Egea, L. G., El-Said, M., Faye, M., Fernandez-Fernandez, B., Foley, K. G., Founou, L. L., Fu, F., Gadelkareem, R. A., Galimov, E., Garip, G., Gemmill, A., Gouil, Q., Grey, J., Gridneva, Z., Grothe, M. J., Grebert, T., Guerrero, F., Guignard, L., Haenssgen, M. J., Hasler, D., Holgate, J. Y., Huang, A., Hulse-Kemp, A. M., Jean-Quartier, C., Jeon, S. -M., Jia, Y., Jutzeler, C., Kalatzis, P., Karim, M., Karsay, K., Keitel, A., Kempe, A., Keown, J. R., Khoo, C. M., Khwaja, N., Kievit, R. A., Kosanic, S., Koutoukidis, D. A., Kramer, P., Kumar, D., Kirag, N., Lanza, G., Le, T. D., Leem, J. W., Leightley, D., Leite, A., Lercher, L., Li, Y., Lim, R., Lima, L. R. A., Lin, L., Ling, T., Liu, Y., Liu, Z., Lu, Y., Lum, F. M., Luo, H., Machhi, J., Macleod, A., Macwan, I., Madala, H. R., Madani, N., de Maio, N., Makowiecki, K., Mallinson, D. J., Margelyte, R., Maria, C., Markonis, Y., Marsili, L., Mavoa, S., Mcwilliams, L., Megersa, M., Souto-Maior, C., Menichetti, J., Mercieca-Bebber, R., Miller, J. J., Minde, D. -P. M., Minges, A., Mishra, E., Mishra, V. R., Moores, C., Morrice, N., Moskalensky, A. E., Navarin, N., Negera, E., Nolet, P., Nordberg, A., Norden, R., Nowicki, J. P., Olova, N., Olszewski, P., Onzima, R., Pan, C. -L., Park, C., Park, D. I., Park, S., Patil, C. D., Pedro, S. A., Perry, S. R., Peter, J., Peterson, B. M., Pezzuolo, A., Pozdnyakov, I., Qian, S., Qin, L., Rafe, A., Raote, I., Raza, A., Rebl, H., Refai, O., Regan, T., Richa, T., Richardson, M. F., Robinson, K. R., Rossoni, L., Rouet, R., Safaei, S., Schneeberger, P. H. H., Schwotzer, D., Sebastian, A., Selinski, J., Seltmann, S., Sha, F., Shalev, N., Shang, J. -L., Singer, J., Singh, M., Smith, T., Solomon-Moore, E., Song, L., Soraggi, S., Stanley, R., Steckhan, N., Strobl, F., Subissi, L., Supriyanto, I., Surve, C. R., Suzuki, T., Syme, C., Sorelius, K., Tang, Y., Tantawy, M., Tennakoon, S., Teseo, S., Toelzer, C., Tomov, N., Tovar, M., Tran, L., Tripathi, S., Tuladhar, A. M., Ukubuiwe, A. C., Ung, C. O. L., Valgepea, K., Vatanparast, H., Vidal, A., Wang, Q., Watari, R., Webster, R., Wei, J., Wibowo, D., Wingenbach, T. S. H., Xavier, R. M., Xiao, S., Xiong, P., Xu, S., Yao, R., Yao, W., Yin, Q., Zaitsu, M., Zeineb, Z., Zhan, X. -Y., Zhang, R., Zhang, W., Zheng, S., Zhou, B., Ahmad, H., Akinwumi, S. A., Albery, G. F., Alhowimel, A., Ali, J., Alshehri, M., Alsuhaibani, M., Anikin, A., Azubuike, S. O., Bach-Mortensen, A., Baltiansky, L., Bartas, M., Belachew, K. Y., Bhardwaj, V., Binder, K., Bland, N. S., Boah, M., Bullen, B., Calabro', Giovanna Elisa, Callahan, T. J., Cao, B., Chalmers, K., Chang, W., Che, Z., Chen, A. T. Y., Chen, Z., Choi, Y., Chowdhury, M. A. K., Christensen, M. R., Cooke, R. S. C., Cottini, M., Covington, N. V., Cunningham, C., Delarocque, J., Devos, L., Dhar, A. R., Ding, K. -F., Dong, K., Dong, Z., Dreyer, N., Ekstrand, C., Fardet, T., Feleke, B. E., Feurer, T., Freitas, A., Gao, T., Gebremedhin, Giganti, F., Grabowski, P., Guerra-Mora, J. R., Guo, C., Guo, X., Gupta, H., He, S., Heijne, M., Heinemann, S., Hogrebe, A., Huang, Z., Iskander-Rizk, S., Iyer, L. M., Jahan, Y., James, A. S., Joel, E., Joffroy, B., Jegousse, C., Kambondo, G., Karnati, P., Kaya, C., Ke, A., Kelly, D., Kickert, R., Kidibule, P. E., Kieselmann, J. P., Kim, H. J., Kitazawa, T., Lamberts, A., Liang, H., Linn, S. N., Litfin, T., Liusuo, W., Lygirou, V., Mahato, A. K., Mai, Z. -M., Major, R. W., Mali, S., Mallis, P., Mao, W., Marvin-Dowle, K., Mason, L. D., Merideth, B., Merino-Plaza, M. J., Merlaen, B., Messina, R., Mishra, A. K., Muhammad, J., Musinguzi, C., Nanou, A., Naqash, A., Nguyen, J. T., Nguyen, T. T. H., Ni, D., Nida, Notcovich, S., Ohst, B., Ollivier, Q. R., Osses, D. F., Peng, X., Plantinga, A., Pulia, M., Rafiq, M., Raman, A., Raucher-Chene, Rawski, R., Ray, A., Razak, L. A., Rudolf, K., Rusch, P., Sadoine, M. L., Schmidt, A., Schurr, R., Searles, S., Sharma, S., Sheehan, B., Shi, C., Shohayeb, B., Sommerlad, A., Strehlow, J., Sun, X., Sundar, R., Taherzadeh, G., Tahir, N. D. M., Tang, J., Testa, J., Tian, Z., Tingting, Q., Verheijen, G. P., Vickstrom, C., Wang, T., Wang, X., Wang, Z., Wei, P., Wilson, A., Wyart, Yassine, A. -A., Yousefzadeh, A., Zare, A., Zeng, Z., Zhang, H., Zhou, J., Zhu, D., Adamo, V., Adeyemo, A. A., Aggelidou, M., Al-Owaifeer, A. M., Al-Riyami, A. Z., Alzghari, S. K., Andersen, V., Angus, K., Asaduzzaman, M., Asady, H., Ato, D., Bai, X., Baines, R. L., Ballantyne, M., Ban, B., Beck, J., Ben-Nafa, W., Black, E., Blancher, A., Blankstein, R., Bodagh, N., Borges, P., Brooks, A., Brox-Ponce, J., Brunetti, A., Canham, C. D., Carninci, P., Carvajal, R., Chang, S. C., Chao, J., Chatterjee, P., Chen, L., Chhatriwalla, A. K., Chikowe, I., Chuang, T. -J., Collevatti, R. G., Cornejo, D. A. V., Cuenda, A., Dao, M., Dauga, D., Deng, Z., Devkota, K., Doan, L. V., Elewa, Y. H. A., Fan, D., Faruk, M., Feifei, S., Ferguson, T. S., Fleres, F., Foster, E. J., Foster, S., Furer, T., Gao, Y., Garcia-Rivera, E. J., Gazdar, A., George, R. B., Ghosh, S., Gianchecchi, E., Gleason, J. M., Hackshaw, A., Hall, A., Hall, R., Harper, P., Hogg, W. E., Huang, G., Hunter, K. E., Ijzerman, A. P., Jesus, C., Jian, G., Lewis, J. S., Kanj, S. S., Kaur, H., Kheir, F., Kichatova, V. S., Kiyani, M., Klein, R., Kovesi, T., Kraschnewski, J. L., Kumar, A. P., Labutin, D., Lazo-Langner, A., Leclercq, G., Li, M., Li, Q., Li, T., Liao, W. -T., Liao, Z. -Y., Lin, J., Lizer, J., Lobreglio, G., Lowies, C., Lu, C., Majeed, H., Martin, A., Martinez-Sobrido, L., Meresh, E., Middelveen, M., Mohebbi, A., Mota, J., Mozaheb, Z., Muyaya, L., Nandhakumar, A., Ng, S. H. X., Obeidat, M., Oh, D. -H., Owais, M., Pace-Asciak, P., Panwar, A., Patterson, C., Penagos-Tabaree, F., Pianosi, P. T., Pinzi, V., Pridans, C., Psaroulaki, A., Pujala, R. K., Pulido-Arjona, L., Qi, P. -F., Rahman, P., Rai, N. K., Rassaf, T., Refardt, J., Ricciardi, Walter, Riess, O., Rovas, A., Sacks, F. M., Saleh, S., Sampson, C., Schmutz, A., Sepanski, R., Sharma, N., Spearman, P., Subramaniapillai, M., Swali, R., Tan, C. M., Tellechea, J. I., Thomas, L. -M., Tong, X., Vavvas, D. G., Veys, R., Vitriol, V., Wang, H. -D., Waugh, J., Webb, S. A., Williams, B. A., Workman, A. D., Xiang, T., Xie, L. -X., Xu, T., Yang, C., Yoon, J. G., Yuan, C. M., Zaritsky, A., Zhao, H., Zuckerman, H., Lyu, R., Pullan, W., Calabro G. E. (ORCID:0000-0003-0259-3797), and Ricciardi W. (ORCID:0000-0002-5655-688X)

Abstract

Document recommendation systems for locating relevant literature have mostly relied on methods developed a decade ago. This is largely due to the lack of a large offline gold-standard benchmark of relevant documents that cover a variety of research fields such that newly developed literature search techniques can be compared, improved and translated into practice. To overcome this bottleneck, we have established the RElevant LIterature SearcH consortium consisting of more than 1500 scientists from 84 countries, who have collectively annotated the relevance of over 180 000 PubMed-listed articles with regard to their respective seed (input) article/s. The majority of annotations were contributed by highly experienced, original authors of the seed articles. The collected data cover 76% of all unique PubMed Medical Subject Headings descriptors. No systematic biases were observed across different experience levels, research fields or time spent on annotations. More importantly, annotations of the same document pairs contributed by different scientists were highly concordant. We further show that the three representative baseline methods used to generate recommended articles for evaluation (Okapi Best Matching 25, Term Frequency-Inverse Document Frequency and PubMed Related Articles) had similar overall performances. Additionally, we found that these methods each tend to produce distinct collections of recommended articles, suggesting that a hybrid method may be required to completely capture all relevant articles. The established database server located at https://relishdb.ict.griffith.edu.au is freely available for the downloading of annotation data and the blind testing of new methods. We expect that this benchmark will be useful for stimulating the development of new powerful techniques for title and title/abstract-based search engines for relevant articles in biomedical science.

Published
2019

29. Detection of epileptic seizure based on entropy analysis of short-term EEG

Author

Bazhenov, M, Li, P, Karmakar, C, Yearwood, J, Venkatesh, S, Palaniswami, M, Liu, C, Bazhenov, M, Li, P, Karmakar, C, Yearwood, J, Venkatesh, S, Palaniswami, M, and Liu, C

Abstract

Entropy measures that assess signals’ complexity have drawn increasing attention recently in biomedical field, as they have shown the ability of capturing unique features that are intrinsic and physiologically meaningful. In this study, we applied entropy analysis to electroencephalogram (EEG) data to examine its performance in epilepsy detection based on short-term EEG, aiming at establishing a short-term analysis protocol with optimal seizure detection performance. Two classification problems were considered, i.e., 1) classifying interictal and ictal EEGs (epileptic group) from normal EEGs; and 2) classifying ictal from interictal EEGs. For each problem, we explored two protocols to analyze the entropy of EEG: i) using a single analytical window with different window lengths, and ii) using an average of multiple windows for each window length. Two entropy methods—fuzzy entropy (FuzzyEn) and distribution entropy (DistEn)–were used that have valid outputs for any given data lengths. We performed feature selection and trained classifiers based on a cross-validation process. The results show that performance of FuzzyEn and DistEn may complement each other and the best performance can be achieved by combining: 1) FuzzyEn of one 5-s window and the averaged DistEn of five 1-s windows for classifying normal from epileptic group (accuracy: 0.93, sensitivity: 0.91, specificity: 0.96); and 2) the averaged FuzzyEn of five 1-s windows and DistEn of one 5-s window for classifying ictal from interictal EEGs (accuracy: 0.91, sensitivity: 0.93, specificity: 0.90). Further studies are warranted to examine whether this proposed short-term analysis procedure can help track the epileptic activities in real time and provide prompt feedback for clinical practices.

Published
2018

30. Forewarning of incidence of Spodoptera litura (Tobacco caterpillar) in soybean and cotton using statistical and synoptic approach.

Author

CHATTOPADHYAY, N., BALASUBRAMANIAM, R., ATTRI, S. D., RAY, KAMALJEET, JOHN, GRACY, KHEDIKAR, S., and KARMAKAR, C.

Subjects
SPODOPTERA littoralis, SOYBEAN, WEATHER forecasting, COTTON, HUMIDITY, PHEROMONE traps
Abstract

A study on the effect of weather parameters on the the population dynamics of Spodoptera litura (S.litura) in soybean and cotton during kharif season using six years pest data (pheromone trap catches) at Niphad and Rahuri in Maharashtra showed that rainfall two weeks prior, Tmax and Tmin during the week of incidence signifiantly contributed towards the occurrence of S.litura in soybean. Maximum temperature and morning humidity during the week and one week prior were found to be favourable for the incidence of S. litura in cotton. Temperature (maximum: 26-27°C & minimum: 21-22°C), morning relative humidity (above 90%) and rainfall during one week prior were found to be congenial weather parameters for the outbreak of the pest in soybean. Similarly, maximum temperature around 32-33°C, minimum temperature around 22-23°C, morning relative humidity around 90 per cent, sunshine hours about 4 hrs day-1 and rainfall during the previous 2 weeks favoured heavy incidence of S.litura in cotton crop during flowering to boll formation stages. It is also shown how the incidence of S.litura in soybean and cotton can be predicted well in advance using the observed relationship of the pest with weather parameters as well as weather forecast. [ABSTRACT FROM AUTHOR]

Published
2019

31. Stability, Consistency and Performance of Distribution Entropy in Analysing Short Length Heart Rate Variability (HRV) Signal

Author

Karmakar, C, Udhayakumar, RK, Li, P, Venkatesh, S, Palaniswami, M, Karmakar, C, Udhayakumar, RK, Li, P, Venkatesh, S, and Palaniswami, M

Abstract

Distribution entropy (DistEn) is a recently developed measure of complexity that is used to analyse heart rate variability (HRV) data. Its calculation requires two input parameters-the embedding dimension m, and the number of bins M which replaces the tolerance parameter r that is used by the existing approximation entropy (ApEn) and sample entropy (SampEn) measures. The performance of DistEn can also be affected by the data length N. In our previous studies, we have analyzed stability and performance of DistEn with respect to one parameter (m or M) or combination of two parameters (N and M). However, impact of varying all the three input parameters on DistEn is not yet studied. Since DistEn is predominantly aimed at analysing short length heart rate variability (HRV) signal, it is important to comprehensively study the stability, consistency and performance of the measure using multiple case studies. In this study, we examined the impact of changing input parameters on DistEn for synthetic and physiological signals. We also compared the variations of DistEn and performance in distinguishing physiological (Elderly from Young) and pathological (Healthy from Arrhythmia) conditions with ApEn and SampEn. The results showed that DistEn values are minimally affected by the variations of input parameters compared to ApEn and SampEn. DistEn also showed the most consistent and the best performance in differentiating physiological and pathological conditions with various of input parameters among reported complexity measures. In conclusion, DistEn is found to be the best measure for analysing short length HRV time series.

Published
2017

34. Review of offshore floating wind turbines concepts

Author

D. Karmakar C. Guedes Soares and H. Bagbanci

Subjects
Offshore wind power, Electricity generation, Wind power, Resource (biology), business.industry, Natural resource economics, Sustainability, Fossil fuel, Environmental science, business, Energy source, Renewable energy, Marine engineering
Abstract

In the recent decades, the demand for energy is increasing due to the increase in world population and also due to industrialization. Most of the people are dependent on fossil fuel as energy source and as a result there is a negative impact in the society due to the depletion of fossil fuel. So, efforts are being made to gradually adopt renewable energy resources that are going to be exempt from any environmental consequences. The wind energy is observed as an essential and powerful energy resource for the socio-economic development and economic growth which helps in reducing the dependency on fossil fuels and provides clean energy. It has been estimated that about 10 million MW of energy are available in the earth’s wind and it provides security at a time when decreasing global reserves of fossil fuels threatens the long-term sustainability of global economy. Thus, wind energy emerged as a promising technology for the utilization of offshore wind resources for the large scale generation of electricity.

Published
2012
Full Text
View/download PDF

35. Tone Entropy Analysis of Foetal Heart Rate Variability

Author

Khandoker, A, Karmakar, C, Kimura, Y, Endo, M, Oshio, S, Palaniswami, M, Khandoker, A, Karmakar, C, Kimura, Y, Endo, M, Oshio, S, and Palaniswami, M

Abstract

Development of the foetal autonomic nervous system can be indirectly understood by looking at the changes in beat to beat variability in foetal heart rates. This study presents Tone-Entropy (T-E) analysis of foetal heart rate variability (HRV) at multiple lags (1–8) to understand the influence of gestational ages (early and late) on the development of the foetal autonomic nervous system (ANS). The analysis was based on foetal electrocardiograms (FECGs) of 46 healthy foetuses of 20–32 weeks (early group) and 22 foetuses of 35–41 weeks (late group). Tone represents sympatho-vagal balance and entropy the total autonomic activities. Results show that tone increases and entropy decreases at all lags for the late foetus group. On the other hand, tone decreases and entropy increases at lags 1–4 in the early foetus group. Increasing tone in late foetuses might represent significant maturation of sympathetic nervous systems because foetuses approaching to delivery period need increased sympathetic activity. T-E could be quantitative clinical index to determine the early foetuses from late ones on the basis of maturation of autonomic nervous system.

Published
2015

Catalog

Books, media, physical & digital resources
See catalog results