90 results on '"Kannry J"'
Search Results
2. IMPROVING PHYSICIAN COMMUNICATION: DESIGNING AN ELECTRONIC CONSULTATION REQUEST AND REPORTING SYSTEM
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Kannry, J and Dupont, J
- Published
- 1996
3. Usability Methods for Ensuring Health Information Technology Safety:Evidence-Based Approaches
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Borycki, E. M, Kushniruk, Andre William, Nøhr, Christian, Takeda, H., Kuwata, S., Carvalho, C., Bainbridge, M., Kannry, J., Jaulent, M-C, Lehmann, CU, and Séroussi, B
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- 2013
4. User Centered Clinical Decision Support Tools
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Sofianou, A., primary, Kannry, J., primary, Mann, D.M., primary, McGinn, T.G., primary, and McCullagh, L.J., additional
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- 2014
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5. Measures of User experience in a Streptococcal pharyngitis and Pneumonia Clinical Decision Support Tools
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Knaus, M., primary, McCullagh, L., primary, Sofianou, A., primary, Rosen, L., primary, McGinn, T., primary, Kannry, J., primary, and Mann, D., additional
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- 2014
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6. MediSign: using a web-based SignOut System to improve provider identification
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Kannry, J. and Moore, C.
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Internet ,Medical Audit ,Patient Identification Systems ,Risk Management ,Communication ,Physicians, Family ,Continuity of Patient Care ,Patient Discharge ,Hospital-Physician Relations ,User-Computer Interface ,Evaluation Studies as Topic ,Hospital Information Systems ,Medical Staff, Hospital ,Humans ,Research Article ,Bed Occupancy - Abstract
Continuity of care necessitates communication between the primary providers of inpatient and outpatient care. Communication requires identification of providers in addition to clinical information. We have constructed a web-based SignOut System to improve provider identification. The web-based SignOut System correctly identified the provider for 100% (34/34) of patients in 1997 and 93% (37/40) of patients in 1998. The hospital bed census correctly identified the attending provider for 50% (17/34) of patients in 1997 and 73% (29/40) in 1998. When analyzed by attending type (i.e., service and private,) the SignOut System correctly identified 86% of service providers in contrast to the hospital bed census that correctly identified 57% of service providers. Both the SignOut System (100%) and the hospital bed census (95%) had superior results in identifying private attendings. The web-based technology provides a familiar user interface and ubiquitous workstation access.
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- 1999
7. Usability Methods for Ensuring Health Information Technology Safety: Evidence-Based Approaches Contribution of the IMIA Working Group Health Informatics for Patient Safety
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Kushniruk, A., primary, Nohr, C., primary, Takeda, H., primary, Kuwata, S., primary, Carvalho, C., primary, Bainbridge, M., primary, Kannry, J., primary, and Borycki, E., additional
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- 2013
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8. 124
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Gathers, S., primary, Kuperman, G., additional, Kannry, J., additional, Kushniruk, A.W., additional, and Shapiro, J.S., additional
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- 2006
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9. Physician Satisfaction with Two Order Entry Systems
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Murff, H. J., primary and Kannry, J., additional
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- 2001
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10. User Centered Clinical Decision Support Tools.
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McCullagh, L. J., Sofianou, A., Kannry, J., Mann, D. M., and McGinn, T. G.
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- 2014
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11. Measures of User experience in a Streptococcal pharyngitis and Pneumonia Clinical Decision Support Tools.
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Mann, D., Knaus, M., McCullagh, L., Sofianou, A., Rosen, L., McGinn, T., and Kannry, J.
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- 2014
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12. Portability Issues for a Structured Clinical Vocabulary: Mapping from Yale to the Columbia Medical Entities Dictionary
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Kannry, J. L., primary, Wright, L., additional, Shifman, M., additional, Silverstein, S., additional, and Miller, P. L., additional
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- 1996
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13. Selecting electronic health record systems: development of a framework for testing candidate systems.
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Kushniruk AW, Borycki EM, Myers K, Kannry J, and McDaniel JG
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- 2009
14. Exploring the relationship between training and usability: a study of the impact of usability testing on improving training and system deployment.
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Kushniruk AW, Myers K, Borycki EM, Kannry J, and McDaniel JG
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- 2009
15. Emergency physicians' perceptions of health information exchange.
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Shapiro JS, Kannry J, Kushniruk AW, Kuperman G, The New York Clinical Information Exchange (NYCLIX) Clinical Advisory Subcommittee, Shapiro, Jason S, Kannry, Joseph, Kushniruk, Andre W, Kuperman, Gilad, and New York Clinical Information Exchange (NYCLIX) Clinical Advisory Subcommittee
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Background: Health information exchange (HIE) is a potentially powerful technology that can improve the quality of care delivered in emergency departments, but little is known about emergency physicians' current perceptions of HIE.Objectives: This study sought to assess emergency physicians' perceived needs and knowledge of HIE.Methods: A questionnaire was developed based on heuristics from the literature and implemented in a Web-based tool. The survey was sent as a hyperlink via e-mail to 371 attending emergency physicians at 12 hospitals in New York City.Results: The response rate was 58% (n = 216). Although 63% said more than one quarter of their patients would benefit from external health information, the barriers to obtain it without HIE are too high--85% said it was difficult or very difficult to obtain external data, taking an average of 66 minutes, 72% said that their attempts fail half of the time, and 56% currently attempt to obtain external data less than 10% of the time. When asked to create a rank-order list, electrocardiograms (ECGs) were ranked the highest, followed by discharge summaries. Respondents also chose images over written reports for ECGs and X-rays, but preferred written reports for advanced imaging and cardiac studies.Conclusion: There is a strong perceived need for HIE, most respondents were not aware of HIE prior to this study, and there are certain types of data and presentations of data that are preferred by emergency physicians in the New York City region. [ABSTRACT FROM AUTHOR]- Published
- 2007
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16. Usability Methods for Ensuring Health Information Technology Safety: Evidence-Based Approaches Contribution of the IMIA Working Group Health Informatics for Patient Safety
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Borycki, E., Kushniruk, A., Nohr, C., Takeda, H., Kuwata, S., Carvalho, C., Bainbridge, M., and Kannry, J.
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- 2013
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17. 124: Regional Health Information Exchange: Surveying Emergency Physician Attitudes and Data Requirements
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Gathers, S., Kuperman, G., Kannry, J., Kushniruk, A.W., and Shapiro, J.S.
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- 2006
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18. Physician satisfaction with order entry systems.
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Murff HJ, Kannry J, and Patterson, Robert
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- 2002
19. Rationale, design, and implementation protocol of an electronic health record integrated clinical prediction rule (iCPR) randomized trial in primary care
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Wisnivesky Juan, Romero Lucas, Stulman James, Arciniega Jacqueline, Li Alice C, Edonyabo Daniel, Kannry Joseph L, Mann Devin M, Adler Rhodes, and McGinn Thomas G
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Medicine (General) ,R5-920 - Abstract
Abstract Background Clinical prediction rules (CPRs) represent well-validated but underutilized evidence-based medicine tools at the point-of-care. To date, an inability to integrate these rules into an electronic health record (EHR) has been a major limitation and we are not aware of a study demonstrating the use of CPR's in an ambulatory EHR setting. The integrated clinical prediction rule (iCPR) trial integrates two CPR's in an EHR and assesses both the usability and the effect on evidence-based practice in the primary care setting. Methods A multi-disciplinary design team was assembled to develop a prototype iCPR for validated streptococcal pharyngitis and bacterial pneumonia CPRs. The iCPR tool was built as an active Clinical Decision Support (CDS) tool that can be triggered by user action during typical workflow. Using the EHR CDS toolkit, the iCPR risk score calculator was linked to tailored ordered sets, documentation, and patient instructions. The team subsequently conducted two levels of 'real world' usability testing with eight providers per group. Usability data were used to refine and create a production tool. Participating primary care providers (n = 149) were randomized and intervention providers were trained in the use of the new iCPR tool. Rates of iCPR tool triggering in the intervention and control (simulated) groups are monitored and subsequent use of the various components of the iCPR tool among intervention encounters is also tracked. The primary outcome is the difference in antibiotic prescribing rates (strep and pneumonia iCPR's encounters) and chest x-rays (pneumonia iCPR only) between intervention and control providers. Discussion Using iterative usability testing and development paired with provider training, the iCPR CDS tool leverages user-centered design principles to overcome pervasive underutilization of EBM and support evidence-based practice at the point-of-care. The ongoing trial will determine if this collaborative process will lead to higher rates of utilization and EBM guided use of antibiotics and chest x-ray's in primary care. Trial Registration ClinicalTrials.gov Identifier NCT01386047
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- 2011
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20. K012: Personal digital assistant (hand-held) computers technology for cardiovascular risk factor management.
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Phillips*, R.A., Kannry, J., Siu, A., and Hwang, C.
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- 1999
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21. Dissecting room. Computer-assisted instruction in cardiac life support.
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Kannry J
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- 1997
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22. N001: Blood pressure reduction with a program of JNC lifestyle modification and use of a reduced sodium salt containing potassium and magnesium in patients with hypertension.
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Phillips, R.A., Kannry, J., and Rafique, A.
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- 1998
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23. Frameworks and Tasks Used in Usability Testing Scripts: A Scoping Review.
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Seoparson S, Borycki EM, Kushniruk AW, and Kannry J
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- Humans, Electronic Health Records, User-Computer Interface
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Usability is understood as a critical component to the success of electronic health records and other related healthcare technologies. Usability testing methods routinely employ scripts that help researchers understand how a particular tool works under real world conditions. This scoping review sought to better understand the guiding frameworks, principles, and methodologies employed when generating usability testing scripts to better understand how script generation occurs. Three main themes emerged through qualitative analysis: researchers sought to observe the baseline functionality being tested, the most representative tasks, or the most complex tasks. This scoping review highlights a lack of consistent processes in usability test script generation. There is a need to create standardized usability testing scripts for usability testing.
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- 2024
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24. Toward a responsible future: recommendations for AI-enabled clinical decision support.
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Labkoff S, Oladimeji B, Kannry J, Solomonides A, Leftwich R, Koski E, Joseph AL, Lopez-Gonzalez M, Fleisher LA, Nolen K, Dutta S, Levy DR, Price A, Barr PJ, Hron JD, Lin B, Srivastava G, Pastor N, Luque US, Bui TTT, Singh R, Williams T, Weiner MG, Naumann T, Sittig DF, Jackson GP, and Quintana Y
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- Humans, Decision Support Systems, Clinical, Artificial Intelligence
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Background: Integrating artificial intelligence (AI) in healthcare settings has the potential to benefit clinical decision-making. Addressing challenges such as ensuring trustworthiness, mitigating bias, and maintaining safety is paramount. The lack of established methodologies for pre- and post-deployment evaluation of AI tools regarding crucial attributes such as transparency, performance monitoring, and adverse event reporting makes this situation challenging., Objectives: This paper aims to make practical suggestions for creating methods, rules, and guidelines to ensure that the development, testing, supervision, and use of AI in clinical decision support (CDS) systems are done well and safely for patients., Materials and Methods: In May 2023, the Division of Clinical Informatics at Beth Israel Deaconess Medical Center and the American Medical Informatics Association co-sponsored a working group on AI in healthcare. In August 2023, there were 4 webinars on AI topics and a 2-day workshop in September 2023 for consensus-building. The event included over 200 industry stakeholders, including clinicians, software developers, academics, ethicists, attorneys, government policy experts, scientists, and patients. The goal was to identify challenges associated with the trusted use of AI-enabled CDS in medical practice. Key issues were identified, and solutions were proposed through qualitative analysis and a 4-month iterative consensus process., Results: Our work culminated in several key recommendations: (1) building safe and trustworthy systems; (2) developing validation, verification, and certification processes for AI-CDS systems; (3) providing a means of safety monitoring and reporting at the national level; and (4) ensuring that appropriate documentation and end-user training are provided., Discussion: AI-enabled Clinical Decision Support (AI-CDS) systems promise to revolutionize healthcare decision-making, necessitating a comprehensive framework for their development, implementation, and regulation that emphasizes trustworthiness, transparency, and safety. This framework encompasses various aspects including model training, explainability, validation, certification, monitoring, and continuous evaluation, while also addressing challenges such as data privacy, fairness, and the need for regulatory oversight to ensure responsible integration of AI into clinical workflow., Conclusions: Achieving responsible AI-CDS systems requires a collective effort from many healthcare stakeholders. This involves implementing robust safety, monitoring, and transparency measures while fostering innovation. Future steps include testing and piloting proposed trust mechanisms, such as safety reporting protocols, and establishing best practice guidelines., (© The Author(s) 2024. Published by Oxford University Press on behalf of the American Medical Informatics Association.)
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- 2024
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25. Structure and Funding of Clinical Informatics Fellowships: A National Survey of Program Directors.
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Patel TN, Chaise AJ, Hanna JJ, Patel KP, Kochendorfer KM, Medford RJ, Mize DE, Melnick ER, Hron JD, Youens K, Pandita D, Leu MG, Ator GA, Yu F, Genes N, Baker CK, Bell DS, Pevnick JM, Conrad SA, Chandawarkar AR, Rogers KM, Kaelber DC, Singh IR, Levy BP, Finnell JT, Kannry J, Pageler NM, Mohan V, and Lehmann CU
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- Humans, United States, Child, Fellowships and Scholarships, Cross-Sectional Studies, Education, Medical, Graduate, Surveys and Questionnaires, Anesthesiology, Medical Informatics
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Background: In 2011, the American Board of Medical Specialties established clinical informatics (CI) as a subspecialty in medicine, jointly administered by the American Board of Pathology and the American Board of Preventive Medicine. Subsequently, many institutions created CI fellowship training programs to meet the growing need for informaticists. Although many programs share similar features, there is considerable variation in program funding and administrative structures., Objectives: The aim of our study was to characterize CI fellowship program features, including governance structures, funding sources, and expenses., Methods: We created a cross-sectional online REDCap survey with 44 items requesting information on program administration, fellows, administrative support, funding sources, and expenses. We surveyed program directors of programs accredited by the Accreditation Council for Graduate Medical Education between 2014 and 2021., Results: We invited 54 program directors, of which 41 (76%) completed the survey. The average administrative support received was $27,732/year. Most programs (85.4%) were accredited to have two or more fellows per year. Programs were administratively housed under six departments: Internal Medicine (17; 41.5%), Pediatrics (7; 17.1%), Pathology (6; 14.6%), Family Medicine (6; 14.6%), Emergency Medicine (4; 9.8%), and Anesthesiology (1; 2.4%). Funding sources for CI fellowship program directors included: hospital or health systems (28.3%), clinical departments (28.3%), graduate medical education office (13.2%), biomedical informatics department (9.4%), hospital information technology (9.4%), research and grants (7.5%), and other sources (3.8%) that included philanthropy and external entities., Conclusion: CI fellowships have been established in leading academic and community health care systems across the country. Due to their unique training requirements, these programs require significant resources for education, administration, and recruitment. There continues to be considerable heterogeneity in funding models between programs. Our survey findings reinforce the need for reformed federal funding models for informatics practice and training., Competing Interests: None declared., (Thieme. All rights reserved.)
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- 2024
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26. Creation and Evaluation of a Clinical Informatics Match: Initial Findings.
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Hron JD, Lehmann CU, Long SW, Pageler NM, Kannry J, Levy B, and Leu MG
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- Fellowships and Scholarships, Internship and Residency, Medical Informatics
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Background: Clinical Informatics (CI) fellowship programs utilize the Electronic Residency Application Service (ERAS) to gather applications but until recently used an American Medical Informatics Association (AMIA) member-developed, simultaneous offer-acceptance process to match fellowship applicants to programs. In 2021, program directors collaborated with the AMIA to develop a new match to improve the process., Objective: Describe the results of the first 2 years of the match and address opportunities for improvement., Methods: We obtained applicant data for fellowship applicants in 2021 and 2022 from the ERAS and match data for the same years from the AMIA. We analyzed our data using descriptive statistics., Results: There were 159 unique applicants over the 2-year period. Applicants submitted 2,178 applications with a median of 10 per applicant (interquartile range [IQR] 3-20). One hundred and four applicants (65.4%) participated in the match and ranked a median of seven programs (2-12). Forty-two programs in 2021 and 47 programs in 2022 offered a combined total 153 positions in the match. Participating programs ranked a median of eight applicants per year (IQR 5-11). Of participating applicants, 95 (91.3%) successfully matched and of those 66 (69.5%) received their top choice. Thirty-two programs (76.2%) matched at least one candidate in 2021 and 33 programs (70.2%) matched at least one candidate in 2022. In both years, 24 programs filled all available slots (57.1% in 2021 and 51.1% in 2022)., Conclusion: Applicants were extremely successful in the new match, which successfully addressed most of the challenges of the simultaneous offer-acceptance process identified by program directors. However, applicant attrition resulted in a quarter of programs going unmatched. Although many programs still filled slots outside the match, fellowship slots may remain unfilled while the CI practice pathway remains open., Competing Interests: All authors are current or past members of the Clinical Informatics Program Directors Match Subcommittee.J.D.H. chairs the Match Subcommittee.M.L. is the past chair of the Match Subcommittee and helped develop the AMIA match algorithm., (Thieme. All rights reserved.)
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- 2023
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27. Alert acceptance: are all acceptance rates the same?
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Kannry J
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- Medical Order Entry Systems, Drug Therapy, Computer-Assisted, Decision Support Systems, Clinical
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- 2023
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28. Implementing a pragmatic clinical trial to tailor opioids for acute pain on behalf of the IGNITE ADOPT PGx investigators.
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Cavallari LH, Cicali E, Wiisanen K, Fillingim RB, Chakraborty H, Myers RA, Blake KV, Asiyanbola B, Baye JF, Bronson WH, Cook KJ, Elwood EN, Gray CF, Gong Y, Hines L, Kannry J, Kucher N, Lynch S, Nguyen KA, Obeng AO, Pratt VM, Prieto HA, Ramos M, Sadeghpour A, Singh R, Rosenman M, Starostik P, Thomas CD, Tillman E, Dexter PR, Horowitz CR, Orlando LA, Peterson JF, Skaar TC, Van Driest SL, Volpi S, Voora D, Parvataneni HK, and Johnson JA
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- Humans, Codeine administration & dosage, Cytochrome P-450 CYP2D6 genetics, Cytochrome P-450 CYP2D6 metabolism, Hydrocodone administration & dosage, Practice Patterns, Physicians', Prospective Studies, Tramadol administration & dosage, Acute Pain diagnosis, Acute Pain drug therapy, Analgesics, Opioid administration & dosage, Pain, Postoperative diagnosis, Pain, Postoperative drug therapy
- Abstract
Opioid prescribing for postoperative pain management is challenging because of inter-patient variability in opioid response and concern about opioid addiction. Tramadol, hydrocodone, and codeine depend on the cytochrome P450 2D6 (CYP2D6) enzyme for formation of highly potent metabolites. Individuals with reduced or absent CYP2D6 activity (i.e., intermediate metabolizers [IMs] or poor metabolizers [PMs], respectively) have lower concentrations of potent opioid metabolites and potentially inadequate pain control. The primary objective of this prospective, multicenter, randomized pragmatic trial is to determine the effect of postoperative CYP2D6-guided opioid prescribing on pain control and opioid usage. Up to 2020 participants, age ≥8 years, scheduled to undergo a surgical procedure will be enrolled and randomized to immediate pharmacogenetic testing with clinical decision support (CDS) for CYP2D6 phenotype-guided postoperative pain management (intervention arm) or delayed testing without CDS (control arm). CDS is provided through medical record alerts and/or a pharmacist consult note. For IMs and PM in the intervention arm, CDS includes recommendations to avoid hydrocodone, tramadol, and codeine. Patient-reported pain-related outcomes are collected 10 days and 1, 3, and 6 months after surgery. The primary outcome, a composite of pain intensity and opioid usage at 10 days postsurgery, will be compared in the subgroup of IMs and PMs in the intervention (n = 152) versus the control (n = 152) arm. Secondary end points include prescription pain medication misuse scores and opioid persistence at 6 months. This trial will provide data on the clinical utility of CYP2D6 phenotype-guided opioid selection for improving postoperative pain control and reducing opioid-related risks., (© 2022 The Authors. Clinical and Translational Science published by Wiley Periodicals LLC on behalf of American Society for Clinical Pharmacology and Therapeutics.)
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- 2022
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29. Establishing the value of genomics in medicine: the IGNITE Pragmatic Trials Network.
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Ginsburg GS, Cavallari LH, Chakraborty H, Cooper-DeHoff RM, Dexter PR, Eadon MT, Ferket BS, Horowitz CR, Johnson JA, Kannry J, Kucher N, Madden EB, Orlando LA, Parker W, Peterson J, Pratt VM, Rakhra-Burris TK, Ramos MA, Skaar TC, Sperber N, Steen-Burrell KA, Van Driest SL, Voora D, Wiisanen K, Winterstein AG, and Volpi S
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- Apolipoprotein L1, Electronic Health Records, Humans, Pharmacogenomic Testing, Precision Medicine, Decision Support Systems, Clinical, Genomics
- Abstract
Purpose: A critical gap in the adoption of genomic medicine into medical practice is the need for the rigorous evaluation of the utility of genomic medicine interventions., Methods: The Implementing Genomics in Practice Pragmatic Trials Network (IGNITE PTN) was formed in 2018 to measure the clinical utility and cost-effectiveness of genomic medicine interventions, to assess approaches for real-world application of genomic medicine in diverse clinical settings, and to produce generalizable knowledge on clinical trials using genomic interventions. Five clinical sites and a coordinating center evaluated trial proposals and developed working groups to enable their implementation., Results: Two pragmatic clinical trials (PCTs) have been initiated, one evaluating genetic risk APOL1 variants in African Americans in the management of their hypertension, and the other to evaluate the use of pharmacogenetic testing for medications to manage acute and chronic pain as well as depression., Conclusion: IGNITE PTN is a network that carries out PCTs in genomic medicine; it is focused on diversity and inclusion of underrepresented minority trial participants; it uses electronic health records and clinical decision support to deliver the interventions. IGNITE PTN will develop the evidence to support (or oppose) the adoption of genomic medicine interventions by patients, providers, and payers.
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- 2021
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30. Comparison of Methods for Alcohol and Drug Screening in Primary Care Clinics.
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McNeely J, Adam A, Rotrosen J, Wakeman SE, Wilens TE, Kannry J, Rosenthal RN, Wahle A, Pitts S, Farkas S, Rosa C, Peccoralo L, Waite E, Vega A, Kent J, Craven CK, Kaminski TA, Firmin E, Isenberg B, Harris M, Kushniruk A, and Hamilton L
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- Adult, Aged, Boston, Female, Humans, Male, Middle Aged, New York City, Alcoholism diagnosis, Mass Screening methods, Mass Screening standards, Practice Guidelines as Topic, Primary Health Care methods, Primary Health Care standards, Substance-Related Disorders diagnosis
- Abstract
Importance: Guidelines recommend that adult patients receive screening for alcohol and drug use during primary care visits, but the adoption of screening in routine practice remains low. Clinics frequently struggle to choose a screening approach that is best suited to their resources, workflows, and patient populations., Objective: To evaluate how to best implement electronic health record (EHR)-integrated screening for substance use by comparing commonly used screening methods and examining their association with implementation outcomes., Design, Setting, and Participants: This article presents the outcomes of phases 3 and 4 of a 4-phase quality improvement, implementation feasibility study in which researchers worked with stakeholders at 6 primary care clinics in 2 large urban academic health care systems to define and implement their optimal screening approach. Site A was located in New York City and comprised 2 clinics, and site B was located in Boston, Massachusetts, and comprised 4 clinics. Clinics initiated screening between January 2017 and October 2018, and 93 114 patients were eligible for screening for alcohol and drug use. Data used in the analysis were collected between January 2017 and October 2019, and analysis was performed from July 13, 2018, to March 23, 2021., Interventions: Clinics integrated validated screening questions and a brief counseling script into the EHR, with implementation supported by the use of clinical champions (ie, clinicians who advocate for change, motivate others, and use their expertise to facilitate the adoption of an intervention) and the training of clinic staff. Clinics varied in their screening approaches, including the type of visit targeted for screening (any visit vs annual examinations only), the mode of administration (staff-administered vs self-administered by the patient), and the extent to which they used practice facilitation and EHR usability testing., Main Outcomes and Measures: Data from the EHRs were extracted quarterly for 12 months to measure implementation outcomes. The primary outcome was screening rate for alcohol and drug use. Secondary outcomes were the prevalence of unhealthy alcohol and drug use detected via screening, and clinician adoption of a brief counseling script., Results: Patients of the 6 clinics had a mean (SD) age ranging from 48.9 (17.3) years at clinic B2 to 59.1 (16.7) years at clinic B3, were predominantly female (52.4% at clinic A1 to 64.6% at clinic A2), and were English speaking. Racial diversity varied by location. Of the 93,114 patients with primary care visits, 71.8% received screening for alcohol use, and 70.5% received screening for drug use. Screening at any visit (implemented at site A) in comparison with screening at annual examinations only (implemented at site B) was associated with higher screening rates for alcohol use (90.3%-94.7% vs 24.2%-72.0%, respectively) and drug use (89.6%-93.9% vs 24.6%-69.8%). The 5 clinics that used a self-administered screening approach had a higher detection rate for moderate- to high-risk alcohol use (14.7%-36.6%) compared with the 1 clinic that used a staff-administered screening approach (1.6%). The detection of moderate- to high-risk drug use was low across all clinics (0.5%-1.0%). Clinics with more robust practice facilitation and EHR usability testing had somewhat greater adoption of the counseling script for patients with moderate-high risk alcohol or drug use (1.4%-12.5% vs 0.1%-1.1%)., Conclusions and Relevance: In this quality improvement study, EHR-integrated screening was feasible to implement in all clinics and unhealthy alcohol use was detected more frequently when self-administered screening was used at any primary care visit. The detection of drug use was low at all clinics, as was clinician adoption of counseling. These findings can be used to inform the decision-making of health care systems that are seeking to implement screening for substance use., Trial Registration: ClinicalTrials.gov Identifier: NCT02963948.
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- 2021
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31. Recommendations for the safe, effective use of adaptive CDS in the US healthcare system: an AMIA position paper.
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Petersen C, Smith J, Freimuth RR, Goodman KW, Jackson GP, Kannry J, Liu H, Madhavan S, Sittig DF, and Wright A
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- Algorithms, Artificial Intelligence, Delivery of Health Care, Health Policy, Humans, United States, Decision Support Systems, Clinical standards, Machine Learning standards, Medical Informatics education, Organizational Policy, Societies, Medical
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The development and implementation of clinical decision support (CDS) that trains itself and adapts its algorithms based on new data-here referred to as Adaptive CDS-present unique challenges and considerations. Although Adaptive CDS represents an expected progression from earlier work, the activities needed to appropriately manage and support the establishment and evolution of Adaptive CDS require new, coordinated initiatives and oversight that do not currently exist. In this AMIA position paper, the authors describe current and emerging challenges to the safe use of Adaptive CDS and lay out recommendations for the effective management and monitoring of Adaptive CDS., (© The Author(s) 2021. Published by Oxford University Press on behalf of the American Medical Informatics Association. All rights reserved. For permissions, please email: journals.permissions@oup.com.)
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- 2021
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32. Policy Statement on Clinical Informatics Fellowships and the Future of Informatics-Driven Medicine.
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Kannry J, Smith J, Mohan V, Levy B, Finnell J, and Lehmann CU
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- Aged, Fellowships and Scholarships, Humans, Medicare, Policy, United States, Medical Informatics, Medicine
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Board certified clinical informaticians provide expertise in leveraging health IT (HIT) and health data for patient care and quality improvement. Clinical Informatics experts possess the requisite skills and competencies to make systems-level improvements in care delivery using HIT, workflow and data analytics, knowledge acquisition, clinical decision support, data visualization, and related informatics tools. However, these physicians lack structured and sustained funding because they have no billing codes. The sustainability and growth of this new and promising medical subspecialty is threatened by outdated and inconsistent funding models that fail to support the education and professional growth of clinical informaticians. The Clinical Informatics Program Directors' Community is calling upon the Centers for Medicare and Medicaid Services to consider novel funding structures and programs through its Innovation Center for Clinical Informatics Fellowship training. Only through structural and sustained funding for Clinical Informatics fellows will be able to fully develop the potential of electronic health records to improve the quality, safety, and cost of clinical care., Competing Interests: C.U.L. reports that he is designated to be the Fellowship program director, UT Southwestern. J.S. reports that he was employed by the American Medical Informatics Association, which serves as the professional home for Clinical Informatics Fellows., (Thieme. All rights reserved.)
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- 2020
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33. A Clinical Informatics Program Directors' Proposal to the American Board of Preventive Medicine.
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Pageler NM, Elkin PL, Kannry J, Leu MG, Levy B, and Lehmann CU
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- Fellowships and Scholarships, Medical Informatics, Preventive Medicine organization & administration, Societies, Medical organization & administration
- Abstract
In 2013, the American Board of Preventive Medicine (ABPM) and the American Board of Pathology (ABPath) offered the first board certification examination in Clinical Informatics to eligible physicians in the United States. In 2022, the Practice Pathway will expire and in 2023 only candidates eligible through the Fellowship Pathway will be eligible for the board certification. To date, Clinical Informatics as a specialty has not had a regular match process and used a controlled offer-acceptance process that does not meet candidates' or programs' needs. Fellows may not be offered a position with their top choice program initially, and they may accept offers from other programs to avoid risk by ensuring that they have a fellowship position. Programs have to consider losing an applicant in the first round in the ranking of applicants. The process is open to manipulation including early agreements between program directors and candidates. In this open letter to the ABPM, program directors make the case for a third-party match and are calling on the ABPM to leverage its status as the Clinical Informatics certifying body and its existing infrastructure to implement a Clinical Informatics match., Competing Interests: C.U.L. reports support from the International Medical Informatics Association, Thieme, and Springer, outside the submitted work. M.G.L. reports working with a workgroup of program directors to define the requirements for the match, and to create an algorithm to implement the match. He intends to “donate” the algorithm to the host organization and not to profit from this algorithm. The other authors have nothing to report., (Georg Thieme Verlag KG Stuttgart · New York.)
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- 2020
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34. Rationale and design of the regimen education and messaging in diabetes (REMinD) trial.
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O'Conor R, Arvanitis M, Wismer G, Opsasnick L, Sanchez Muñoz A, Kannry J, Lin JJ, Kaiser D, Kwasny MJ, Persell SD, Parker R, Wood AJJ, Federman AD, and Wolf MS
- Subjects
- Adult, Diabetes Mellitus, Type 2 psychology, Electronic Health Records, Female, Humans, Interviews as Topic, Male, Multicenter Studies as Topic, Primary Health Care methods, Randomized Controlled Trials as Topic, Diabetes Mellitus, Type 2 drug therapy, Hypoglycemic Agents therapeutic use, Medication Adherence psychology, Patient Education as Topic methods, Text Messaging
- Abstract
Background: Individuals with type 2 diabetes manage complex multi-drug regimens, but nearly half of all patients do not consistently take the dose prescribed for them, and therefore may not receive the full potential therapeutic benefit. Both patient and health system factors contribute to achieving and maintaining medication adherence. To determine if patients with type 2 diabetes who are concurrently managing other chronic conditions could improve their adherence, we devised and are testing a multifaceted, primary care-based strategy to provide health literacy-appropriate and language concordant regimen information, guidance and reminders., Objective: We are testing the effectiveness of an electronic health record (EHR) based strategy and short message service (SMS) text reminders to help patients with type 2 diabetes adhere to their medications., Methods: We are conducting a 3-arm, multi-site trial to test and compare the effectiveness of the EHR, and EHR + SMS text reminder strategies compared to usual care on medication adherence. Our goal is to enroll a total of 900 English or Spanish-speaking patients with type 2 diabetes and hemoglobin A1C value ≥7.5%. Enrolled participants will complete interviews at baseline and 3 and 6 months following their baseline interview., Conclusions: Our trial is evaluating practical, clinic-based, scalable, evidence-based solutions for patients with type 2 diabetes managing complex medication regimens. Our findings will evaluate strategies that can be implemented broadly in primary care practices, and programmed as defaults within EHRs to support appropriate medication adherence to allow the widespread implementation of those strategies., (Copyright © 2019 Elsevier Inc. All rights reserved.)
- Published
- 2019
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35. Effect of Clinical Decision Support on Appropriateness of Advanced Imaging Use Among Physicians-in-Training.
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Poeran J, Mao LJ, Zubizarreta N, Mazumdar M, Darrow B, Genes N, Kannry J, Francaviglia P, Kennelly PD, Whitehorn J, Kilroy G, Garcia D, and Mendelson DS
- Subjects
- Formative Feedback, Humans, Medical Order Entry Systems, Middle Aged, Retrospective Studies, Decision Support Systems, Clinical, Magnetic Resonance Imaging statistics & numerical data, Medical Staff, Hospital statistics & numerical data, Practice Patterns, Physicians' statistics & numerical data, Tomography, X-Ray Computed statistics & numerical data
- Abstract
Objective: Clinical decision support (CDS) tools have been shown to reduce inappropriate imaging orders. We hypothesized that CDS may be especially effective for house staff physicians who are prone to overuse of resources., Materials and Methods: Our hospital implemented CDS for CT and MRI orders in the emergency department with scores based on the American College of Radiology's Appropriateness Criteria (range, 1-9; higher scores represent more-appropriate orders). Data on CT and MRI orders from April 2013 through June 2016 were categorized as pre-CDS or baseline, post-CDS period 1 (i.e., intervention with active feedback for scores of ≤ 4), and post-CDS period 2 (i.e., intervention with active feedback for scores of ≤ 6). Segmented regression analysis with interrupted time series data estimated changes in scores stratified by house staff and non-house staff. Generalized linear models further estimated the modifying effect of the house staff variable., Results: Mean scores were 6.2, 6.2, and 6.7 in the pre-CDS, post-CDS 1, and post-CDS 2 periods, respectively (p < 0.05). In the segmented regression analysis, mean scores significantly (p < 0.05) increased when comparing pre-CDS versus post-CDS 2 periods for both house staff (baseline increase, 0.41; 95% CI, 0.17-0.64) and non-house staff (baseline increase, 0.58; 95% CI, 0.34-0.81), showing no differences in effect between the cohorts. The generalized linear model showed significantly higher scores, particularly in the post-CDS 2 period compared with the pre-CDS period (0.44 increase in scores; p < 0.05). The house staff variable did not significantly change estimates in the post-CDS 2 period., Conclusion: Implementation of active CDS increased overall scores of CT and MRI orders. However, there was no significant difference in effect on scores between house staff and non-house staff.
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- 2019
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36. Reimagining the research-practice relationship: policy recommendations for informatics-enabled evidence-generation across the US health system.
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Embi PJ, Richesson R, Tenenbaum J, Kannry J, Friedman C, Sarkar IN, and Smith J
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The widespread adoption and use of electronic health records and their use to enable learning health systems (LHS) holds great promise to accelerate both evidence-generating medicine (EGM) and evidence-based medicine (EBM), thereby enabling a LHS. In 2016, AMIA convened its 10th annual Policy Invitational to discuss issues key to facilitating the EGM-EBM paradigm at points-of-care ( nodes ), across organizations ( networks ), and to ensure viability of this model at scale ( sustainability ). In this article, we synthesize discussions from the conference and supplements those deliberations with relevant context to inform ongoing policy development. Specifically, we explore and suggest public policies needed to facilitate EGM-EBM activities on a national scale, particularly those policies that can enable and improve clinical and health services research at the point-of-care, accelerate biomedical discovery, and facilitate translation of findings to improve the health of individuals and populations., (© The Author(s) 2019. Published by Oxford University Press on behalf of the American Medical Informatics Association.)
- Published
- 2019
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37. Approaches to Demonstrating the Effectiveness and Impact of Usability Testing of Healthcare Information Technology.
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Kushniruk A, Hall S, Baylis T, Borycki E, and Kannry J
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- Electronic Health Records, Health Information Systems, Information Technology, Medical Informatics, User-Computer Interface
- Abstract
In recent years the usability of health information systems has come to the fore as a major issue, with many reported examples of problems with the usability of systems such as electronic health records and other health information technologies (HIT). In response a range of usability engineering methods have emerged to help in the design and evaluation of HIT. Many studies have shown the importance of usability testing methods that include full video recording of user interactions, such as the method known as low-cost rapid usability testing. However, such approaches have been considered by many as being too costly to carry out and some have argued that they may take too long to be used for practical input into improving applications and systems. In this paper we demonstrate several approaches we have taken for proving the cost-effectiveness and benefit of conducting principled usability testing. It is argued that such studies are needed to inform system design and evaluation and for proving to healthcare management the need for properly conducting such studies before releasing HIT.
- Published
- 2019
38. Development of a Video Coding Scheme Focused on Socio-Technical Aspects of Human-Computer Interaction in Healthcare.
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Kushniruk A, Borycki E, Kitson N, and Kannry J
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- Computers, Delivery of Health Care, Humans, Electronic Health Records, Health Information Systems, User-Computer Interface, Video Recording
- Abstract
The objective of the work described in this paper was to develop a coding scheme focused on socio-technical issues and considerations for the analysis of video data collected in usability studies of health information systems. The usability and safety of health information systems such as electronic health records, decision support and patient facing applications has become a critical issue. Although a variety of studies and methods have appeared in the literature involving video-based analysis of human factors data from healthcare, few have reported the coding scheme used to analyze the data. In this paper we describe how we have developed and continue to refine a video coding scheme that extends basic usability engineering by considering socio-technical aspects of system use that have become critical to assess in evaluating the effectiveness and efficacy of health information systems in real use.
- Published
- 2019
39. Challenges optimizing the after visit summary.
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Federman A, Sarzynski E, Brach C, Francaviglia P, Jacques J, Jandorf L, Munoz AS, Wolf M, and Kannry J
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- Electronic Health Records organization & administration, Humans, Interviews as Topic, United States, Electronic Health Records statistics & numerical data, Health Literacy, Office Visits statistics & numerical data, Primary Health Care
- Abstract
Background: The after visit summary (AVS) is a paper or electronic document given to patients after a medical appointment, which is intended to summarize patients' health and guide future care, including self-management tasks., Objective: To describe experiences of health systems implementing a redesigned outpatient AVS in commercially available electronic health record (EHR) systems to inform future optimization., Materials and Methods: We conducted semi-structured interviews with information technology and clinical leaders at 12 hospital and community-based healthcare institutions across the continental United States focusing on the process of AVS redesign and implementation. We also report our experience implementing a redesigned AVS in the Epic EHR at the Mount Sinai Hospital in New York City, NY., Results: Health systems experienced many challenges implementing the redesigned AVS. While many IT leaders noted that the redesigned AVS is easier to understand and the document is better organized, they claim the effort is time-consuming, Epic system upgrades render AVS modifications non-functional, and primary care and specialty practices have different needs in regards to content and formatting. Our team was able to modify the document by changing the order of print groups, modifying the font size, bolding section headers, and inserting page breaks. Similar to other health systems, our team found that it is difficult to achieve some desired features due to limitations in the EHR platform., Conclusion: Health IT leaders view the AVS as a valuable source of information for patients. However, limitations to AVS modifications in EHR systems present challenges to optimizing the tool. EHR vendors should incorporate learning from healthcare systems innovation efforts and consider building more flexibility into their product development., (Copyright © 2018 Elsevier B.V. All rights reserved.)
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- 2018
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40. Evaluation of a patient-centered after visit summary in primary care.
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Federman AD, Jandorf L, DeLuca J, Gover M, Sanchez Munoz A, Chen L, Wolf MS, and Kannry J
- Subjects
- Female, Humans, Interviews as Topic, Male, Medication Adherence, Middle Aged, New York City, Electronic Health Records, Patient-Centered Care, Primary Health Care, Self Care
- Abstract
Objective: To test the impact of a redesigned, patient-centered after visit summary (AVS) on patients' and clinicians' ratings of and experience with the document., Methods: We conducted a difference-in-differences (DiD) evaluation of the impact of the redesigned AVS before and after its introduction in an academic primary care practice compared to a concurrent control practice. Outcomes included ratings of the features of the AVS., Results: The intervention site had 118 and 98 patients in the pre- and post-intervention periods and the control site had 99 and 105, respectively. In adjusted DiD analysis, introduction of the patient-centered AVS in the intervention site increased patient reports that the AVS was an effective reminder for taking medications (p = .004) and of receipt of the AVS from clinicians (p = .002). However, they were more likely to perceive it as too long (p = .04). There were no significant changes in overall rating of the AVS by clinicians or their likelihood of providing it to patients., Conclusions: A patient-centered AVS increased the number of patients receiving it and reporting that it would help them remember to take their medications., Practice Implications: Improvements in the patient-centeredness of the AVS may improve its usefulness as a document to support self-management in primary care., (Copyright © 2018 Elsevier B.V. All rights reserved.)
- Published
- 2018
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41. An Electronic Health Record-based Intervention to Promote Hepatitis C Virus Testing Among Adults Born Between 1945 and 1965: A Cluster-randomized Trial.
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Federman AD, Kil N, Kannry J, Andreopolous E, Toribio W, Lyons J, Singer M, Yartel A, Smith BD, Rein DB, and Krauskopf K
- Subjects
- Aged, Cluster Analysis, Databases, Factual, Female, Hepacivirus isolation & purification, Humans, Male, Middle Aged, New York City, Electronic Health Records, Health Promotion methods, Hepatitis C, Chronic diagnosis, Mass Screening statistics & numerical data
- Abstract
Background: The Centers for Disease Control and Prevention (CDC) recommends one-time hepatitis C virus (HCV) antibody testing for "Birth Cohort" adults born during 1945-1965., Objective: To examine the impact of an electronic health record (EHR)-embedded best practice alert (BPA) for HCV testing among Birth Cohort adults., Design: Cluster-randomized trial was conducted from April 29, 2013 to March 29, 2014., Subjects and Setting: Ten community and hospital-based primary care practices. Participants were attending physicians and medical residents during 25,620 study-eligible visits., Intervention: Physicians in all practices received a brief introduction to the CDC testing recommendations. At visits for eligible patients at intervention sites, physicians received a BPA through the EHR to order HCV testing or medical assistants were prompted to post a testing order for the physician. Physicians in control sites did not receive the BPA., Main Outcomes: HCV testing; the incidence of HCV antibody positive tests was a secondary outcome., Results: Testing rates were greater among Birth Cohort patients in intervention sites (20.2% vs. 1.8%, P<0.0001) and the odds of testing were greater in intervention sites after controlling for imbalances of patient and visit characteristics between comparison groups [odds ratio (OR), 9.0; 95% confidence interval, 7.6-10.7). The adjusted OR of identifying HCV antibody positive patients was also greater in intervention sites (OR, 2.1; 95% confidence interval, 1.3-11.2)., Conclusions: An EHR-embedded BPA markedly increased HCV testing among Birth Cohort patients, but the majority of eligible patients did not receive testing indicating a need for more effective methods to promote uptake.
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- 2017
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42. Patient and clinician perspectives on the outpatient after-visit summary: a qualitative study to inform improvements in visit summary design.
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Federman AD, Sanchez-Munoz A, Jandorf L, Salmon C, Wolf MS, and Kannry J
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- Adult, Aged, Aged, 80 and over, Female, Focus Groups, Humans, Interviews as Topic, Male, Middle Aged, Qualitative Research, Attitude of Health Personnel, Electronic Health Records, Patient Preference
- Abstract
Objective: We explored patients' and clinicians' perspectives on electronic health record (EHR)-generated outpatient after-visit summaries (AVSs) to inform efforts to maximize the document's utility., Materials and Methods: This qualitative study involved focus groups and semistructured interviews with patients ( n = 39) and clinicians ( n = 56) in adult primary care practices serving socioeconomically diverse communities in New York City; Long Island, New York; and Chicago, Illinois. Focus group and interview transcripts were coded and analyzed following standard qualitative methods., Results: Core themes included the use and purpose of the AVS, content modification and prioritization, formatting improvements, customization, privacy and accuracy concerns, and clinician workflow concerns. While most patients valued the document as a visit summary, others considered it a general summary of their health and health care issues, useful for sharing with family or clinicians even if they had access to their health records via web portals. Patients expressed a preference for the order of content items, and many wanted the reasons for medications and referrals stated. Additionally, some patients were confused by multiple medication lists indicating started, stopped, and modified medications, and a single "current" medication list was preferred by both patients and doctors. Concerns were raised about the risk of violating patient privacy and challenges to clinician workflow., Discussion: The AVS is valued by patients and clinicians. Both groups have identified numerous ways it can be improved, but also several obstacles to improvement and effective use., Conclusion: EHR vendors should work with stakeholder groups to improve the AVS to ensure that this important communication device achieves its patient-centered potential., (© The Author 2016. Published by Oxford University Press on behalf of the American Medical Informatics Association. All rights reserved. For Permissions, please email: journals.permissions@oup.com)
- Published
- 2017
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43. Uptake of hepatitis C screening, characteristics of patients tested, and intervention costs in the BEST-C study.
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Brady JE, Liffmann DK, Yartel A, Kil N, Federman AD, Kannry J, Jordan C, Massoud OI, Nerenz DR, Brown KA, Smith BD, Vellozzi C, and Rein DB
- Subjects
- Aged, Cohort Studies, Female, Health Care Costs, Hepacivirus immunology, Hepatitis C blood, Hepatitis C Antibodies blood, Humans, Male, Mass Screening, Middle Aged, Randomized Controlled Trials as Topic, Serologic Tests economics, Serologic Tests statistics & numerical data, Hepatitis C diagnosis, Hepatitis C economics
- Abstract
From December 2012 to March 2014, three randomized trials, each implementing a unique intervention in primary care settings (repeated mailing, an electronic health record best practice alert [BPA], and patient solicitation), evaluated hepatitis C virus (HCV) antibody testing, diagnosis, and costs for each of the interventions compared with standard-of-care testing. Multilevel multivariable models were used to estimate the adjusted risk ratio (aRR) for receiving an HCV antibody test, and costs were estimated using activity-based costing. The goal of this study was to estimate the effects of interventions conducted as part of the Birth-Cohort Evaluation to Advance Screening and Testing for Hepatitis C study on HCV testing and costs among persons of the 1945-1965 birth cohort (BC). Intervention resulted in substantially higher HCV testing rates compared with standard-of-care testing (26.9% versus 1.4% for repeated mailing, 30.9% versus 3.6% for BPA, and 63.5% versus 2.0% for patient solicitation) and significantly higher aRR for testing after controlling for sex, birth year, race, insurance type, and median household income (19.2 [95% confidence interval (CI), 9.7-38.2] for repeated mailing, 13.2 [95% CI, 3.6-48.6] for BPA, and 32.9 [95% CI, 19.3-56.1] for patient solicitation). The BPA intervention had the lowest incremental cost per completed test ($24 with fixed startup costs, $3 without) and also the lowest incremental cost per new case identified after omitting fixed startup costs ($1691)., Conclusion: HCV testing interventions resulted in an increase in BC testing compared with standard-of-care testing but also increased costs. The effect size and incremental costs of BPA intervention (excluding startup costs) support more widespread adoption compared with the other interventions. (Hepatology 2017;65:44-53)., (© 2016 by the American Association for the Study of Liver Diseases.)
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- 2017
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44. Characteristics of outpatient clinical summaries in the United States.
- Author
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Salmon C, O'Conor R, Singh S, Ramaswamy R, Kannry J, Wolf MS, and Federman AD
- Subjects
- Comprehension, Health Literacy, Humans, Meaningful Use, Patient Education as Topic, Physicians, Reading, United States, Continuity of Patient Care standards, Electronic Health Records statistics & numerical data, Natural Language Processing, Outpatients statistics & numerical data, Patient Discharge
- Abstract
In the United States, federal regulations require that outpatient practices provide a clinical summary to ensure that patients understand what transpired during their appointment and what to do before the next visit. To determine whether clinical summaries are appropriately designed to achieve these objectives, we examined their content and formatting and their usability. We obtained a convenience sample of clinical summaries from 13 diverse practices across the U.S. and assessed their characteristics using validated measures. We also interviewed key informants at these practices to assess their views of the documents. The summaries were generated by seven different electronic health record platforms. They had small font sizes (median, 10 point) and high reading grade levels (median, 10). Suitability, measured with the Suitability Assessment of Materials was low (median score, 61%) and understandability and actionability, measured with the Patient Education Materials Assessment Test, were fair to moderate (65% and 78%, respectively). Content and order of content were inconsistent across the summaries. Among physicians, 46% found the summaries helpful for clarifying medications while 38% found them helpful for conveying follow-up information. Results suggest that clinical summaries in the U.S. may often be suboptimally designed for communicating important information with patients. A patient-centered approach to designing them is warranted., (Copyright © 2016 Elsevier Ireland Ltd. All rights reserved.)
- Published
- 2016
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45. The Chief Clinical Informatics Officer (CCIO): AMIA Task Force Report on CCIO Knowledge, Education, and Skillset Requirements.
- Author
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Kannry J, Sengstack P, Thyvalikakath TP, Poikonen J, Middleton B, Payne T, and Lehmann CU
- Subjects
- Education, Medical, Medical Informatics education, Mental Competency, Medical Informatics organization & administration, Research Report, Societies, Medical
- Abstract
Introduction: The emerging operational role of the "Chief Clinical Informatics Officer" (CCIO) remains heterogeneous with individuals deriving from a variety of clinical settings and backgrounds. The CCIO is defined in title, responsibility, and scope of practice by local organizations. The term encompasses the more commonly used Chief Medical Informatics Officer (CMIO) and Chief Nursing Informatics Officer (CNIO) as well as the rarely used Chief Pharmacy Informatics Officer (CPIO) and Chief Dental Informatics Officer (CDIO)., Background: The American Medical Informatics Association (AMIA) identified a need to better delineate the knowledge, education, skillsets, and operational scope of the CCIO in an attempt to address the challenges surrounding the professional development and the hiring processes of CCIOs., Discussion: An AMIA task force developed knowledge, education, and operational skillset recommendations for CCIOs focusing on the common core aspect and describing individual differences based on Clinical Informatics focus. The task force concluded that while the role of the CCIO currently is diverse, a growing body of Clinical Informatics and increasing certification efforts are resulting in increased homogeneity. The task force advised that 1.) To achieve a predictable and desirable skillset, the CCIO must complete clearly defined and specified Clinical Informatics education and training. 2.) Future education and training must reflect the changing body of knowledge and must be guided by changing day-to-day informatics challenges., Conclusion: A better defined and specified education and skillset for all CCIO positions will motivate the CCIO workforce and empower them to perform the job of a 21st century CCIO. Formally educated and trained CCIOs will provide a competitive advantage to their respective enterprise by fully utilizing the power of Informatics science.
- Published
- 2016
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46. Usability Evaluation of a Clinical Decision Support System for Geriatric ED Pain Treatment.
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Genes N, Kim MS, Thum FL, Rivera L, Beato R, Song C, Soriano J, Kannry J, Baumlin K, and Hwang U
- Subjects
- Aged, Humans, Physicians statistics & numerical data, Decision Support Systems, Clinical statistics & numerical data, Emergency Service, Hospital, Geriatrics, Pain Management
- Abstract
Background: Older adults are at risk for inadequate emergency department (ED) pain care. Unrelieved acute pain is associated with poor outcomes. Clinical decision support systems (CDSS) hold promise to improve patient care, but CDSS quality varies widely, particularly when usability evaluation is not employed., Objective: To conduct an iterative usability and redesign process of a novel geriatric abdominal pain care CDSS. We hypothesized this process would result in the creation of more usable and favorable pain care interventions., Methods: Thirteen emergency physicians familiar with the Electronic Health Record (EHR) in use at the study site were recruited. Over a 10-week period, 17 1-hour usability test sessions were conducted across 3 rounds of testing. Participants were given 3 patient scenarios and provided simulated clinical care using the EHR, while interacting with the CDSS interventions. Quantitative System Usability Scores (SUS), favorability scores and qualitative narrative feedback were collected for each session. Using a multi-step review process by an interdisciplinary team, positive and negative usability issues in effectiveness, efficiency, and satisfaction were considered, prioritized and incorporated in the iterative redesign process of the CDSS. Video analysis was used to determine the appropriateness of the CDS appearances during simulated clinical care., Results: Over the 3 rounds of usability evaluations and subsequent redesign processes, mean SUS progressively improved from 74.8 to 81.2 to 88.9; mean favorability scores improved from 3.23 to 4.29 (1 worst, 5 best). Video analysis revealed that, in the course of the iterative redesign processes, rates of physicians' acknowledgment of CDS interventions increased, however most rates of desired actions by physicians (such as more frequent pain score updates) decreased., Conclusion: The iterative usability redesign process was instrumental in improving the usability of the CDSS; if implemented in practice, it could improve geriatric pain care. The usability evaluation process led to improved acknowledgement and favorability. Incorporating usability testing when designing CDSS interventions for studies may be effective to enhance clinician use.
- Published
- 2016
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47. The Chief Clinical Informatics Officer (CCIO).
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Kannry J and Fridsma D
- Subjects
- Societies, Medical, United States, Administrative Personnel, Medical Informatics organization & administration
- Published
- 2016
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48. Practical considerations in genomic decision support: The eMERGE experience.
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Herr TM, Bielinski SJ, Bottinger E, Brautbar A, Brilliant M, Chute CG, Cobb BL, Denny JC, Hakonarson H, Hartzler AL, Hripcsak G, Kannry J, Kohane IS, Kullo IJ, Lin S, Manzi S, Marsolo K, Overby CL, Pathak J, Peissig P, Pulley J, Ralston J, Rasmussen L, Roden DM, Tromp G, Uphoff T, Weng C, Wolf W, Williams MS, and Starren J
- Abstract
Background: Genomic medicine has the potential to improve care by tailoring treatments to the individual. There is consensus in the literature that pharmacogenomics (PGx) may be an ideal starting point for real-world implementation, due to the presence of well-characterized drug-gene interactions. Clinical Decision Support (CDS) is an ideal avenue by which to implement PGx at the bedside. Previous literature has established theoretical models for PGx CDS implementation and discussed a number of anticipated real-world challenges. However, work detailing actual PGx CDS implementation experiences has been limited. Anticipated challenges include data storage and management, system integration, physician acceptance, and more., Methods: In this study, we analyzed the experiences of ten members of the Electronic Medical Records and Genomics (eMERGE) Network, and one affiliate, in their attempts to implement PGx CDS. We examined the resulting PGx CDS system characteristics and conducted a survey to understand the unanticipated implementation challenges sites encountered., Results: Ten sites have successfully implemented at least one PGx CDS rule in the clinical setting. The majority of sites elected to create an Omic Ancillary System (OAS) to manage genetic and genomic data. All sites were able to adapt their existing CDS tools for PGx knowledge. The most common and impactful delays were not PGx-specific issues. Instead, they were general IT implementation problems, with top challenges including team coordination/communication and staffing. The challenges encountered caused a median total delay in system go-live of approximately two months., Conclusions: These results suggest that barriers to PGx CDS implementations are generally surmountable. Moreover, PGx CDS implementation may not be any more difficult than other healthcare IT projects of similar scope, as the most significant delays encountered were not unique to genomic medicine. These are encouraging results for any institution considering implementing a PGx CDS tool, and for the advancement of genomic medicine.
- Published
- 2015
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49. Improving transitions of care for patients on warfarin: The safe transitions anticoagulation report.
- Author
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Dunn AS, Shetreat-Klein A, Berman J, Cho HJ, Stein L, Lewis C, Hamilton S, To S, Francaviglia P, and Kannry J
- Subjects
- Aged, Ambulatory Care, Anticoagulants adverse effects, Attitude of Health Personnel, Female, Hospitalization, Humans, International Normalized Ratio methods, Male, Middle Aged, Patient Safety, Physicians, Primary Care, Retrospective Studies, Warfarin adverse effects, Anticoagulants therapeutic use, Patient Discharge Summaries standards, Warfarin therapeutic use
- Abstract
Adverse drug events are common during the transition period after hospitalization, and anticoagulants are among the medication classes for which the incidence is highest. We aimed to develop a concise report to improve the timeliness of international normalized ratio (INR) testing and quality of warfarin management posthospitalization. We developed the Safe Transitions Anticoagulation Report (STAR), which contains essential information on anticoagulation and is embedded in the discharge summary, and implemented the report and associated workflow in a tertiary care hospital within an integrated healthcare system. We performed a retrospective administrative database review of 505 patients in the preintervention period and 292 patients in the intervention period who were discharged on warfarin and were established patients at an affiliated ambulatory practice. There was no change in the frequency of obtaining an INR value within 10 days of discharge (41.4% and 47.6%, respectively, P = 0.09), and no increase in attaining a therapeutic INR level within 10 days of discharge (17.0% and 21.2%, respectively, P = 0.14). Ambulatory clinicians reported that the STAR improved "workflow and efficiency" (58%) and "patient safety" (77%), and led to an altered warfarin dose for 34% of survey respondents. Our study found that a concise anticoagulation report embedded in the discharge summary was perceived by ambulatory physicians as improving patient safety, but had no impact on clinical outcomes, suggesting that this electronic medical record tool would need to be a component of a broader multifaceted intervention to be effective., (© 2015 Society of Hospital Medicine.)
- Published
- 2015
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50. Rationale and design of a comparative effectiveness trial of home- and clinic-based self-management support coaching for older adults with asthma.
- Author
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Federman AD, Martynenko M, O'Conor R, Kannry J, Karp A, Lurio J, Hoy-Rosas J, Lopez R, Obiapi R, Young E, Wolf MS, and Wisnivesky JP
- Abstract
Older adults with asthma face numerous barriers to effective self-management and asthma control, and experience worse outcomes than younger asthmatics. Yet, there have been no controlled trials of interventions specifically designed to improve their care and outcomes. Through a multi-stakeholder collaboration (patients, academia, community-based organizations, a state department of health, and an advocacy organization) we developed a multi-component asthma self-management support intervention to address the myriad psychosocial, functional, health status, and cognitive barriers to effective asthma self-management in adults ages 60 and older. We are recruiting 425 New Yorkers in Manhattan and the Bronx for a pragmatic randomized controlled trial with 3 arms: the intervention delivered in primary care settings or in their home, or usual care. In the intervention, care coaches use a novel screening tool to identify the specific barriers to asthma control and self-management they experience. Once identified, the coach and patient choose from a menu of actions to address it. The intervention emphasizes efficiency, flexibility, shared decision making and goal setting, communication strategies appropriate for individuals with limited cognition and literacy skills, and ongoing reinforcement and support. Additionally, we introduced asthma-specific enhancements to the electronic health records of all participating clinical practices, including an asthma severity assessment, clinical decision support, and a patient-tailored asthma action plan. Patients will be followed for 12months and interviewed at baseline, 3, 6, and 12months and data on emergency department visits and hospitalizations will be obtained through the New York State Statewide Planning and Research Cooperative System., (Copyright © 2015 Elsevier Inc. All rights reserved.)
- Published
- 2015
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