Clinical Information and Decision Making

Call for Decision Support for Electrocardiographic Alarm Administration Among Neonatal Intensive Care Unit Staff: Multicenter, Cross-Sectional Survey

Xiaoli Tang, Xiaochen Yang, Jiajun Yuan, Jie Yang, Qian Jin, Hanting Zhang, Liebin Zhao, Weiwei Guo

J Med Internet Res 2024 (Dec 20); 26:e60944

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Identification of Gender Differences in Acute Myocardial Infarction Presentation and Management at Aga Khan University Hospital-Pakistan: Natural Language Processing Application in a Dataset of Patients With Cardiovascular Disease

Christine Ngaruiya, Zainab Samad, Salma Tajuddin, Zarmeen Nasim, Rebecca Leff, Awais Farhad, Kyle Pires, Muhammad Alamgir Khan, Lauren Hartz, Basmah Safdar

JMIR Form Res 2024 (Dec 20); 8:e42774

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Efficient Screening in Obstructive Sleep Apnea Using Sequential Machine Learning Models, Questionnaires, and Pulse Oximetry Signals: Mixed Methods Study

Nai-Yu Kuo, Hsin-Jung Tsai, Shih-Jen Tsai, Albert C Yang

J Med Internet Res 2024 (Dec 19); 26:e51615

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A Machine Learning–Based Prediction Model for Acute Kidney Injury in Patients With Community-Acquired Pneumonia: Multicenter Validation Study

Mengqing Ma, Caimei Chen, Dawei Chen, Hao Zhang, Xia Du, Qing Sun, Li Fan, Huiping Kong, Xueting Chen, Changchun Cao, Xin Wan

J Med Internet Res 2024 (Dec 19); 26:e51255

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Effect of a Feedback Visit and a Clinical Decision Support System Based on Antibiotic Prescription Audit in Primary Care: Multiarm Cluster-Randomized Controlled Trial

Pauline Jeanmougin, Stéphanie Larramendy, Jean-Pascal Fournier, Aurélie Gaultier, Cédric Rat

J Med Internet Res 2024 (Dec 18); 26:e60535

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A Digital Approach for Addressing Suicidal Ideation and Behaviors in Youth Mental Health Services: Observational Study

Min K Chong, Ian B Hickie, Antonia Ottavio, David Rogers, Gina Dimitropoulos, Haley M LaMonica, Luke J Borgnolo, Sarah McKenna, Elizabeth M Scott, Frank Iorfino

J Med Internet Res 2024 (Dec 18); 26:e60879

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Sample Size Requirements for Popular Classification Algorithms in Tabular Clinical Data: Empirical Study

Scott Silvey, Jinze Liu

J Med Internet Res 2024 (Dec 17); 26:e60231

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Expectations and Requirements of Surgical Staff for an AI-Supported Clinical Decision Support System for Older Patients: Qualitative Study

Adriane Uihlein, Lisa Beissel, Anna Hanane Ajlani, Marcin Orzechowski, Christoph Leinert, Thomas Derya Kocar, Carlos Pankratz, Konrad Schuetze, Florian Gebhard, Florian Steger, Marina Liselotte Fotteler, Michael Denkinger

JMIR Aging 2024 (Dec 17); 7:e57899

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Longitudinal Model Shifts of Machine Learning–Based Clinical Risk Prediction Models: Evaluation Study of Multiple Use Cases Across Different Hospitals

Patricia Cabanillas Silva, Hong Sun, Mohamed Rezk, Diana M Roccaro-Waldmeyer, Janis Fliegenschmidt, Nikolai Hulde, Vera von Dossow, Laurent Meesseman, Kristof Depraetere, Joerg Stieg, Ralph Szymanowsky, Fried-Michael Dahlweid

J Med Internet Res 2024 (Dec 13); 26:e51409

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Survival After Radical Cystectomy for Bladder Cancer: Development of a Fair Machine Learning Model

Samuel Carbunaru, Yassamin Neshatvar, Hyungrok Do, Katie Murray, Rajesh Ranganath, Madhur Nayan

JMIR Med Inform 2024 (Dec 13); 12:e63289

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Elevated Ambient Temperature Associated With Reduced Infectious Disease Test Positivity Rates: Retrospective Observational Analysis of Statewide COVID-19 Testing and Weather Across California Counties

Nicholas Wing-Ping Kwok, Joshua Pevnick, Keith Feldman

JMIR Public Health Surveill 2024 (Dec 12); 10:e57495

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Postimplementation Evaluation in Assisted Living Facilities of an eHealth Medical Device Developed to Predict and Avoid Unplanned Hospitalizations: Pragmatic Trial

Jacques-Henri Veyron, François Deparis, Marie Noel Al Zayat, Joël Belmin, Charlotte Havreng-Théry

J Med Internet Res 2024 (Dec 10); 26:e55460

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Work Systems Analysis of Emergency Nurse Patient Flow Management Using the Systems Engineering Initiative for Patient Safety Model: Applying Findings From a Grounded Theory Study

Ellen Benjamin, Karen K Giuliano

JMIR Hum Factors 2024 (Dec 10); 11:e60176

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Evaluation of RMES, an Automated Software Tool Utilizing AI, for Literature Screening with Reference to Published Systematic Reviews as Case-Studies: Development and Usability Study

Ayaka Sugiura, Satoshi Saegusa, Yingzi Jin, Riki Yoshimoto, Nicholas D Smith, Koji Dohi, Tadashi Higuchi, Tomotake Kozu

JMIR Form Res 2024 (Dec 09); 8:e55827

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The Triage and Diagnostic Accuracy of Frontier Large Language Models: Updated Comparison to Physician Performance

Michael Joseph Sorich, Arduino Aleksander Mangoni, Stephen Bacchi, Bradley Douglas Menz, Ashley Mark Hopkins

J Med Internet Res 2024 (Dec 06); 26:e67409

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Intersection of Performance, Interpretability, and Fairness in Neural Prototype Tree for Chest X-Ray Pathology Detection: Algorithm Development and Validation Study

Hongbo Chen, Myrtede Alfred, Andrew D Brown, Angela Atinga, Eldan Cohen

JMIR Form Res 2024 (Dec 05); 8:e59045

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Dynamic Simulation Models of Suicide and Suicide-Related Behaviors: Systematic Review

Genevieve Gariepy, Rifat Zahan, Nathaniel D Osgood, Benjamin Yeoh, Eva Graham, Heather Orpana

JMIR Public Health Surveill 2024 (Dec 02); 10:e63195

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Digital Information Ecosystems in Modern Care Coordination and Patient Care Pathways and the Challenges and Opportunities for AI Solutions

You Chen, Christoph U Lehmann, Bradley Malin

J Med Internet Res 2024 (Dec 02); 26:e60258

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Relationship Between Perceived COVID-19 Risk and Change in Perceived Breast Cancer Risk: Prospective Observational Study

Ryan Baxter-King, Arash Naeim, Tina Q Huang, Karen Sepucha, Annette Stanton, Aaron Rudkin, Rita Ryu, Leah Sabacan, Lynn Vavreck, Laura Esserman, Allison Stover Fiscalini, Neil S Wenger

JMIR Cancer 2024 (Dec 02); 10:e47856

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A Prediction Model to Identify Clinically Relevant Medication Discrepancies at the Emergency Department (MED-REC Predictor): Development and Validation Study

Greet Van De Sijpe, Matthias Gijsen, Lorenz Van der Linden, Stephanie Strouven, Eline Simons, Emily Martens, Nele Persan, Veerle Grootaert, Veerle Foulon, Minne Casteels, Sandra Verelst, Peter Vanbrabant, Sabrina De Winter, Isabel Spriet

J Med Internet Res 2024 (Nov 27); 26:e55185

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