Decision Support for Health Professionals

Assessing the Performance of a New Artificial Intelligence–Driven Diagnostic Support Tool Using Medical Board Exam Simulations: Clinical Vignette Study

Niv Ben-Shabat, Ariel Sloma, Tomer Weizman, David Kiderman, Howard Amital

JMIR Med Inform 2021 (Nov 30); 9(11):e32507

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Application Scenarios for Artificial Intelligence in Nursing Care: Rapid Review

Kathrin Seibert, Dominik Domhoff, Dominik Bruch, Matthias Schulte-Althoff, Daniel Fürstenau, Felix Biessmann, Karin Wolf-Ostermann

J Med Internet Res 2021 (Nov 29); 23(11):e26522

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Developing the Total Health Profile, a Generalizable Unified Set of Multimorbidity Risk Scores Derived From Machine Learning for Broad Patient Populations: Retrospective Cohort Study

Abhishaike Mahajan, Andrew Deonarine, Axel Bernal, Genevieve Lyons, Beau Norgeot

J Med Internet Res 2021 (Nov 26); 23(11):e32900

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Stakeholder Perspectives on an Inpatient Hypoglycemia Informatics Alert: Mixed Methods Study

Nestoras Mathioudakis, Moeen Aboabdo, Mohammed S Abusamaan, Christina Yuan, LaPricia Lewis Boyer, Scott J Pilla, Erica Johnson, Sanjay Desai, Amy Knight, Peter Greene, Sherita H Golden

JMIR Hum Factors 2021 (Nov 26); 8(4):e31214

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Clinician Preimplementation Perspectives of a Decision-Support Tool for the Prediction of Cardiac Arrhythmia Based on Machine Learning: Near-Live Feasibility and Qualitative Study

Stina Matthiesen, Søren Zöga Diederichsen, Mikkel Klitzing Hartmann Hansen, Christina Villumsen, Mats Christian Højbjerg Lassen, Peter Karl Jacobsen, Niels Risum, Bo Gregers Winkel, Berit T Philbert, Jesper Hastrup Svendsen, Tariq Osman Andersen

JMIR Hum Factors 2021 (Nov 26); 8(4):e26964

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Using Methods From Computational Decision-making to Predict Nonadherence to Fitness Goals: Protocol for an Observational Study

Marie McCarthy, Lili Zhang, Greta Monacelli, Tomas Ward

JMIR Res Protoc 2021 (Nov 26); 10(11):e29758

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Clinical Impact of an Analytic Tool for Predicting the Fall Risk in Inpatients: Controlled Interrupted Time Series

Insook Cho, In sun Jin, Hyunchul Park, Patricia C Dykes

JMIR Med Inform 2021 (Nov 25); 9(11):e26456

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Assessing the Value of Unsupervised Clustering in Predicting Persistent High Health Care Utilizers: Retrospective Analysis of Insurance Claims Data

Raghav Ramachandran, Michael J McShea, Stephanie N Howson, Howard S Burkom, Hsien-Yen Chang, Jonathan P Weiner, Hadi Kharrazi

JMIR Med Inform 2021 (Nov 25); 9(11):e31442

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Analysis of a Web-Based Dashboard to Support the Use of National Audit Data in Quality Improvement: Realist Evaluation

Natasha Alvarado, Lynn McVey, Mai Elshehaly, Joanne Greenhalgh, Dawn Dowding, Roy Ruddle, Chris P Gale, Mamas Mamas, Patrick Doherty, Robert West, Richard Feltbower, Rebecca Randell

J Med Internet Res 2021 (Nov 23); 23(11):e28854

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The Role of Machine Learning in Diagnosing Bipolar Disorder: Scoping Review

Zainab Jan, Noor AI-Ansari, Osama Mousa, Alaa Abd-alrazaq, Arfan Ahmed, Tanvir Alam, Mowafa Househ

J Med Internet Res 2021 (Nov 19); 23(11):e29749

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Prediction Model of Osteonecrosis of the Femoral Head After Femoral Neck Fracture: Machine Learning–Based Development and Validation Study

Huan Wang, Wei Wu, Chunxia Han, Jiaqi Zheng, Xinyu Cai, Shimin Chang, Junlong Shi, Nan Xu, Zisheng Ai

JMIR Med Inform 2021 (Nov 19); 9(11):e30079

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Deep Learning Techniques for Fatty Liver Using Multi-View Ultrasound Images Scanned by Different Scanners: Development and Validation Study

Taewoo Kim, Dong Hyun Lee, Eun-Kee Park, Sanghun Choi

JMIR Med Inform 2021 (Nov 18); 9(11):e30066

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Implementation of an Anticoagulation Practice Guideline for COVID-19 via a Clinical Decision Support System in a Large Academic Health System and Its Evaluation: Observational Study

Surbhi Shah, Sean Switzer, Nathan D Shippee, Pamela Wogensen, Kathryn Kosednar, Emma Jones, Deborah L Pestka, Sameer Badlani, Mary Butler, Brittin Wagner, Katie White, Joshua Rhein, Bradley Benson, Mark Reding, Michael Usher, Genevieve B Melton, Christopher James Tignanelli

JMIR Med Inform 2021 (Nov 18); 9(11):e30743

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Machine Learning–Based Hospital Discharge Prediction for Patients With Cardiovascular Diseases: Development and Usability Study

Imjin Ahn, Hansle Gwon, Heejun Kang, Yunha Kim, Hyeram Seo, Heejung Choi, Ha Na Cho, Minkyoung Kim, Tae Joon Jun, Young-Hak Kim

JMIR Med Inform 2021 (Nov 17); 9(11):e32662

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The Role of Electronic Medical Records in Reducing Unwarranted Clinical Variation in Acute Health Care: Systematic Review

Tobias Hodgson, Andrew Burton-Jones, Raelene Donovan, Clair Sullivan

JMIR Med Inform 2021 (Nov 17); 9(11):e30432

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Developing and Demonstrating the Viability and Availability of the Multilevel Implementation Strategy for Syncope Optimal Care Through Engagement (MISSION) Syncope App: Evidence-Based Clinical Decision Support Tool

Shiraz Amin, Vedant Gupta, Gaixin Du, Colleen McMullen, Matthew Sirrine, Mark V Williams, Susan S Smyth, Romil Chadha, Seth Stearley, Jing Li

J Med Internet Res 2021 (Nov 16); 23(11):e25192

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Algorithm for Individual Prediction of COVID-19–Related Hospitalization Based on Symptoms: Development and Implementation Study

Rossella Murtas, Nuccia Morici, Chiara Cogliati, Massimo Puoti, Barbara Omazzi, Walter Bergamaschi, Antonio Voza, Patrizia Rovere Querini, Giulio Stefanini, Maria Grazia Manfredi, Maria Teresa Zocchi, Andrea Mangiagalli, Carla Vittoria Brambilla, Marco Bosio, Matteo Corradin, Francesca Cortellaro, Marco Trivelli, Stefano Savonitto, Antonio Giampiero Russo

JMIR Public Health Surveill 2021 (Nov 15); 7(11):e29504

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A Semiautomated Chart Review for Assessing the Development of Radiation Pneumonitis Using Natural Language Processing: Diagnostic Accuracy and Feasibility Study

Jordan McKenzie, Rasika Rajapakshe, Hua Shen, Shan Rajapakshe, Angela Lin

JMIR Med Inform 2021 (Nov 12); 9(11):e29241

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Role of 18F-Fluorodeoxyglucose–Positron Emission Tomography/Computed Tomography Imaging in the Prediction of Prognosis in Patients With Indolent Lymphoma: Prospective Study

Nawal Faiez AlShehry, Raja Shanker, Syed Ziauddin Ahmed Zaidi, Fahad AlGhmlas, Ibraheem Hussein Motabi, Shahid Iqbal, Ahmad Ali Butt, Hassan AlShehri, Imran Khan Tailor, Syed Yasir Altaf, Mubarak AlGhamdi, Mohammed Marie, Mansour AlFayez, Kamal Al Zahrani, Mohammed Dwaimah, Tahani Al-Halouli, Wafaa Al-Shakweer, Maied Zaher AlShehery, Abdul Rehman Zia Zaidi, Atta Munawar Gill, Belal Mohammed Albtoosh, Musab Ahmed

JMIR Form Res 2021 (Nov 12); 5(11):e24936

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Toward Personalized Web-Based Cognitive Rehabilitation for Patients With Ischemic Stroke: Elo Rating Approach

Alejandro Garcia-Rudolph, Eloy Opisso, Jose M Tormos, Vince Istvan Madai, Dietmar Frey, Helard Becerra, John D Kelleher, Montserrat Bernabeu Guitart, Jaume López

JMIR Med Inform 2021 (Nov 10); 9(11):e28090

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