Clinical Informatics

A Risk-Based Clinical Decision Support System for Patient-Specific Antimicrobial Therapy (iBiogram): Design and Retrospective Analysis

Lars Müller, Aditya Srinivasan, Shira R Abeles, Amutha Rajagopal, Francesca J Torriani, Eliah Aronoff-Spencer

J Med Internet Res 2021 (Dec 03); 23(12):e23571

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Analyzing Patient Trajectories With Artificial Intelligence

Ahmed Allam, Stefan Feuerriegel, Michael Rebhan, Michael Krauthammer

J Med Internet Res 2021 (Dec 03); 23(12):e29812

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Predicting Risk of Stroke From Lab Tests Using Machine Learning Algorithms: Development and Evaluation of Prediction Models

Eman M Alanazi, Aalaa Abdou, Jake Luo

JMIR Form Res 2021 (Dec 02); 5(12):e23440

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Chinese-Named Entity Recognition From Adverse Drug Event Records: Radical Embedding-Combined Dynamic Embedding–Based BERT in a Bidirectional Long Short-term Conditional Random Field (Bi-LSTM-CRF) Model

Hong Wu, Jiatong Ji, Haimei Tian, Yao Chen, Weihong Ge, Haixia Zhang, Feng Yu, Jianjun Zou, Mitsuhiro Nakamura, Jun Liao

JMIR Med Inform 2021 (Dec 01); 9(12):e26407

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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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Health Professionals’ Perspectives on Electronic Medical Record Infusion and Individual Performance: Model Development and Questionnaire Survey Study

Rai-Fu Chen, Ju-Ling Hsiao

JMIR Med Inform 2021 (Nov 30); 9(11):e32180

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Examination of a Canada-Wide Collaboration Platform for Order Sets: Retrospective Analysis

Arshia Pedram Javidan, Allan Brand, Andrew Cameron, Tommaso D'Ovidio, Martin Persaud, Kirsten Lewis, Chris O'Connor

J Med Internet Res 2021 (Nov 29); 23(11):e26123

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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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Incorporating Domain Knowledge Into Language Models by Using Graph Convolutional Networks for Assessing Semantic Textual Similarity: Model Development and Performance Comparison

David Chang, Eric Lin, Cynthia Brandt, Richard Andrew Taylor

JMIR Med Inform 2021 (Nov 26); 9(11):e23101

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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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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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Patients’ Perceptions Toward Human–Artificial Intelligence Interaction in Health Care: Experimental Study

Pouyan Esmaeilzadeh, Tala Mirzaei, Spurthy Dharanikota

J Med Internet Res 2021 (Nov 25); 23(11):e25856

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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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Including the Reason for Use on Prescriptions Sent to Pharmacists: Scoping Review

Kathryn Mercer, Caitlin Carter, Catherine Burns, Ryan Tennant, Lisa Guirguis, Kelly Grindrod

JMIR Hum Factors 2021 (Nov 25); 8(4):e22325

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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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Introduction of Systematized Nomenclature of Medicine–Clinical Terms Coding Into an Electronic Health Record and Evaluation of its Impact: Qualitative and Quantitative Study

Tanya Pankhurst, Felicity Evison, Jolene Atia, Suzy Gallier, Jamie Coleman, Simon Ball, Deborah McKee, Steven Ryan, Ruth Black

JMIR Med Inform 2021 (Nov 23); 9(11):e29532

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Physicians’ Attitudes Toward Prescribable mHealth Apps and Implications for Adoption in Germany: Mixed Methods Study

Florian Dahlhausen, Maximillian Zinner, Linn Bieske, Jan P Ehlers, Philip Boehme, Leonard Fehring

JMIR Mhealth Uhealth 2021 (Nov 23); 9(11):e33012

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Approaches and Criteria for Provenance in Biomedical Data Sets and Workflows: Protocol for a Scoping Review

Kerstin Gierend, Frank Krüger, Dagmar Waltemath, Maximilian Fünfgeld, Thomas Ganslandt, Atinkut Alamirrew Zeleke

JMIR Res Protoc 2021 (Nov 22); 10(11):e31750

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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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An Open-Source, Standard-Compliant, and Mobile Electronic Data Capture System for Medical Research (OpenEDC): Design and Evaluation Study

Leonard Greulich, Stefan Hegselmann, Martin Dugas

JMIR Med Inform 2021 (Nov 19); 9(11):e29176

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