4 results on '"Vidya P. Menon"'
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2. A Machine Learning Understanding of Sepsis
- Author
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Manish Shetty, Soumya Mary Alex, Merlin Moni, Fabia Edathadathil, Preetha Prasanna, Veena Menon, Vidya P. Menon, Prashanth Athri, and Gowri Srinivasa
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Machine Learning ,Incidence ,Sepsis ,Humans ,India - Abstract
Sepsis is a serious cause of morbidity and mortality and yet its pathophysiology remains elusive. Recently, medical and technological advances have helped redefine the criteria for sepsis incidence, which is otherwise poorly understood. With the recording of clinical parameters and outcomes of patients, enabling technologies, such as machine learning, open avenues for early prognostic systems for sepsis. In this work, we propose a two-phase approach towards prognostic scoring by predicting two outcomes in sepsis patients - Sepsis Severity and Comorbidity Severity. We train and evaluate multiple machine learning models on a dataset of 80 parameters collected from 800 patients at Amrita Institute of Medical Sciences, Kerala, India. We present an analysis of these results and harmonize consistencies and/or contradictions between elements of human knowledge and that of the model, using local interpretable model-agnostic explanations and other methods.
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- 2021
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3. CHARACTERISTICS OF BLACK AND LATINO PATIENTS WITH SEVERE ASTHMA ON BIOLOGIC THERAPY IN A COMMUNITY CLINIC
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LINDA PHAN, CHEE YAO LIM, ANNA SHENGELIA, VIDYA P MENON, and KENNEDY O OMONUWA
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Pulmonary and Respiratory Medicine ,Cardiology and Cardiovascular Medicine ,Critical Care and Intensive Care Medicine - Published
- 2022
- Full Text
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4. Dabigatran in patients with myocardial injury after non-cardiac surgery (MANAGE) : an international, randomised, placebo-controlled trial
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P J Devereaux, Emmanuelle Duceppe, Gordon Guyatt, Vikas Tandon, Reitze Rodseth, Bruce M Biccard, Denis Xavier, Wojciech Szczeklik, Christian S Meyhoff, Jessica Vincent, Maria Grazia Franzosi, Sadeesh K Srinathan, Jason Erb, Patrick Magloire, John Neary, Mangala Rao, Prashant V Rahate, Navneet K Chaudhry, Bongani Mayosi, Miriam de Nadal, Pilar Paniagua Iglesias, Otavio Berwanger, Juan Carlos Villar, Fernando Botto, John W Eikelboom, Daniel I Sessler, Clive Kearon, Shirley Pettit, Mukul Sharma, Stuart J Connolly, Shrikant I Bangdiwala, Purnima Rao-Melacini, Andreas Hoeft, Salim Yusuf, P.J. Devereaux, Shrikant I. Bangdiwala, Stuart Connolly, John Eikelboom, Janice Pogue, Daniel I. Sessler, Sara Di Diodato, Zora Gasic, Louise J. Mastrangelo, Sarah H. Molnar, Jennifer L. Swanson, Makayla L. Tosh, Jennifer R. Wells, Rafael Diaz, Clara K. Chow, Beatriz Gonzales, Skarlet Vásquez, Petr Jansky, Radovan Dušek, Christian S. Meyhoff, Pierre Coriat, Maria Wittmann, Gerald Yonga, Nandini Mathur, Elena Seletti, German Malaga, Bernadette A. Tumanan-Mendoza, Maria Pamela A. Tagle, Bruce M. Biccard, Pablo Alonso-Coello, Ekaterine Popova, Martin Shields, Yannick Le Manach, Paul Moayyedi, Sander van Zanten, Edith Fleischmann, Amit Garg, Kamilu Karaye, Edward McFalls, Alben Sigamani, Emilie Belley-Côté, Grzegorz Biedroń, Flavia Borges, Steffan Frosi Stella, Christian Haarmark Nielsen, Darryl P. Leong, Jessica Spence, Allen Tran, Katarzyna Wawrzycka-Adamczyk, Stephen S. Yang, Terence Yung, D. George Wyse, Davy Cheng, David E. Johnstone, George A. Wells, Philip Joseph, Ameen Patel, Krysten Gregus, Kelly Lawrence, Lindsay Doharris, David Conen, Jason Cheung, Jim Douketis, Douglas Wright, Spencer Wikkerink, William Dechert, Mohamed Panju, Khalid Azzam, Theodore Rapanos, Tomas Van Helder, Anjali Shroff, Jacqueline Hare, Biniam Kidane, Thang Nguyen, Larissa Leydier, Vanessa Bayaraa, Joel Parlow, Deborah A. DuMerton, Amar Thakrar, Jessica Shelley, Benoit Deligne, Roberta Daila Carling, Marko Mrkobrada, George K. Dresser, Michael J. Jacka, David Hornstein, Gerrit B. Winkelaar, Zoeb Hussain Haider, Pravina Prashant Lanjewar, Valsamma Varughese, Rajneesh Calton, Hemani Ahuja, Preetha George, Ambika Sharma, Keyur Sureshchandra Bhatt, Dhaval Odhavajibhai Mangukiya, Karshan Vira Nandaniya, Viral Vasantrai Parekh, Ashok Bhaskaran Pillai, Vidya P. Menon, Sanjay Channappa Desai, Ravinder Singh Sidhu, Sandeep Kumar Gupta, Robbie K. George, T.R. Gurunath, Leanne W. Drummond, Alexandra M. Torborg, Belinda S. Küsel, Prebashini Naidoo, Datshana P. Naidoo, Chantal Rajah, Zane Farina, Richard Peter von Rahden, Simphiwe Gumede, Chishala Chishala, Ettienne Coetzee, Robert A. Dyer, Johan Diedericks, Piotr Bielański, Bogusz Kaczmarek, Dorota Studzińska, Maciej Zaniewski, Marek Józef Libura, Tomasz Mikołaj Zacharias-Nalichowski, Aurelia A.S. Sega, Jakub Salwa, Mateusz Kózka, Jacek Górka, Anna Wludarczyk, Ilona Nowak-Kózka, Paweł Szczepan Grudzień, Jaroslaw W. Gucwa, Michał Piotr Słowiaczek, Paweł P.D. Dobosz, Ismail Gögenur, Jens Ravn Eriksen, Tine Borup, Tove Kirkegaard, Dan Isbye, Asger Sonne, Lars S. Rasmussen, Sofie Pedersen, Hannibal Troensegaard, Camilla L. Duus, Benedikte M. Halle, Ossian N. Gundel, Katrine F. Bernholm, Kristian Rønsholt Martinsen, Søren Pedersen, Theis S. Itenov, Elena Camio, Carles Vázquez, Silvia Matarin, Esther Cano, Jesús Álvarez-García, Inmaculada India, Aránzazu González-Osuna, Marc Vives, Elena Rosselló, Ana B. Serrano, Maurizio Turiel, Lorenzo Drago, Chiara Colombo, Federica Marra, Lucio Mos, Franco Arteni, Rosalba Lembo, Alessandro Ortalda, Simonetta Passarani, Zhirajr Mokini, Estevao Lanna Figueiredo, Gustavo Fonseca Werner, Joao Luiz Petriz, Lilia Nigro Maia, Ricardo R. Bergo, Dalton Bertolim Precoma, José Francisco Kerr Saraiva, Oscar Gomez Vilamajo, Eduardo Allegrini, Mariano Benzadón, Maria Leonor Parody, Ernesto A. Duronto, Adrián C. Ingaramo, Gustavo Adolfo Parra, Danny Novoa, Scott A. Miller, Sabu Thomas, Sudhakar P. Karlapudi, Mohamad H. Bourji, Subhash Banerjee, Anita Gupta, Isaac O. Opole, Michal Fischer, Victor Lecaros Mendoza, Eugenio Borja Reyes, Richard J. Pierson, Martin O. Shields, Vincent Piriou, Kai Zacharowski, Aida Rotta-Rotta, Main Paper, Sadeesh K. Srinathan, Prashant Rahate, Navneet Chaudhry, Bogani Mayosi, and Mike Sharma
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Male ,medicine.medical_specialty ,Myocardial Infarction ,Placebo-controlled study ,Hemorrhage ,030204 cardiovascular system & hematology ,Placebo ,Antithrombins ,Dabigatran ,law.invention ,Peripheral Arterial Disease ,03 medical and health sciences ,0302 clinical medicine ,Randomized controlled trial ,030202 anesthesiology ,law ,Internal medicine ,medicine ,Humans ,Perioperative Period ,Stroke ,Aged ,Aged, 80 and over ,business.industry ,Hazard ratio ,Proton Pump Inhibitors ,Thrombosis ,Venous Thromboembolism ,General Medicine ,Perioperative ,Placebo Effect ,medicine.disease ,Troponin ,Clinical trial ,Treatment Outcome ,Female ,business ,Omeprazole ,medicine.drug - Abstract
Summary Background Myocardial injury after non-cardiac surgery (MINS) increases the risk of cardiovascular events and deaths, which anticoagulation therapy could prevent. Dabigatran prevents perioperative venous thromboembolism, but whether this drug can prevent a broader range of vascular complications in patients with MINS is unknown. The MANAGE trial assessed the potential of dabigatran to prevent major vascular complications among such patients. Methods In this international, randomised, placebo-controlled trial, we recruited patients from 84 hospitals in 19 countries. Eligible patients were aged at least 45 years, had undergone non-cardiac surgery, and were within 35 days of MINS. Patients were randomly assigned (1:1) to receive dabigatran 110 mg orally twice daily or matched placebo for a maximum of 2 years or until termination of the trial and, using a partial 2-by-2 factorial design, patients not taking a proton-pump inhibitor were also randomly assigned (1:1) to omeprazole 20 mg once daily, for which results will be reported elsewhere, or matched placebo to measure its effect on major upper gastrointestinal complications. Research personnel randomised patients through a central 24 h computerised randomisation system using block randomisation, stratified by centre. Patients, health-care providers, data collectors, and outcome adjudicators were masked to treatment allocation. The primary efficacy outcome was the occurrence of a major vascular complication, a composite of vascular mortality and non-fatal myocardial infarction, non-haemorrhagic stroke, peripheral arterial thrombosis, amputation, and symptomatic venous thromboembolism. The primary safety outcome was a composite of life-threatening, major, and critical organ bleeding. Analyses were done according to the intention-to-treat principle. This trial is registered with ClinicalTrials.gov, number NCT01661101. Findings Between Jan 10, 2013, and July 17, 2017, we randomly assigned 1754 patients to receive dabigatran (n=877) or placebo (n=877); 556 patients were also randomised in the omeprazole partial factorial component. Study drug was permanently discontinued in 401 (46%) of 877 patients allocated to dabigatran and 380 (43%) of 877 patients allocated to placebo. The composite primary efficacy outcome occurred in fewer patients randomised to dabigatran than placebo (97 [11%] of 877 patients assigned to dabigatran vs 133 [15%] of 877 patients assigned to placebo; hazard ratio [HR] 0·72, 95% CI 0·55–0·93; p=0·0115). The primary safety composite outcome occurred in 29 patients (3%) randomised to dabigatran and 31 patients (4%) randomised to placebo (HR 0·92, 95% CI 0·55–1·53; p=0·76). Interpretation Among patients who had MINS, dabigatran 110 mg twice daily lowered the risk of major vascular complications, with no significant increase in major bleeding. Patients with MINS have a poor prognosis; dabigatran 110 mg twice daily has the potential to help many of the 8 million adults globally who have MINS to reduce their risk of a major vascular complication. Funding Boehringer Ingelheim and Canadian Institutes of Health Research.
- Published
- 2018
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