Electronic Health Records

The Effect of Automated Mammogram Orders Paired With Electronic Invitations to Self-schedule on Mammogram Scheduling Outcomes: Observational Cohort Comparison

Frederick North, Elissa M Nelson, Rebecca J Buss, Rebecca J Majerus, Matthew C Thompson, Brian A Crum

JMIR Med Inform 2021 (Dec 07); 9(12):e27072

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The Standardization of Hospital-Acquired Infection Rates Using Prediction Models in Iran: Observational Study of National Nosocomial Infection Registry Data

Neda Izadi, Koorosh Etemad, Yadollah Mehrabi, Babak Eshrati, Seyed Saeed Hashemi Nazari

JMIR Public Health Surveill 2021 (Dec 07); 7(12):e33296

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Machine Learning Methodologies for Prediction of Rhythm-Control Strategy in Patients Diagnosed With Atrial Fibrillation: Observational, Retrospective, Case-Control Study

Rachel S Kim, Steven Simon, Brett Powers, Amneet Sandhu, Jose Sanchez, Ryan T Borne, Alexis Tumolo, Matthew Zipse, J Jason West, Ryan Aleong, Wendy Tzou, Michael A Rosenberg

JMIR Med Inform 2021 (Dec 06); 9(12):e29225

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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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A Smartphone-Based Decision Support Tool for Predicting Patients at Risk of Chemotherapy-Induced Nausea and Vomiting: Retrospective Study on App Development Using Decision Tree Induction

Abu Saleh Mohammad Mosa, Md Kamruz Zaman Rana, Humayera Islam, A K M Mosharraf Hossain, Illhoi Yoo

JMIR Mhealth Uhealth 2021 (Dec 02); 9(12):e27024

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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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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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User-Centered System Design for Communicating Clinical Laboratory Test Results: Design and Evaluation Study

Zhan Zhang, Lukas Kmoth, Xiao Luo, Zhe He

JMIR Hum Factors 2021 (Nov 25); 8(4):e26017

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A Phenotyping Algorithm to Identify People With HIV in Electronic Health Record Data (HIV-Phen): Development and Evaluation Study

Sarah B May, Thomas P Giordano, Assaf Gottlieb

JMIR Form Res 2021 (Nov 25); 5(11):e28620

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Oncology Patients’ Experiences With Novel Electronic Patient Portals to Support Care and Treatment: Qualitative Study With Early Users and Nonusers of Portals in Alberta, Canada

Amanda D Santos, Vera Caine, Paula J Robson, Linda Watson, Jacob C Easaw, Olga Petrovskaya

JMIR Cancer 2021 (Nov 24); 7(4):e32609

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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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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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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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