Electronic Health Records

Treatment Discontinuation Prediction in Patients With Diabetes Using a Ranking Model: Machine Learning Model Development

Hisashi Kurasawa, Kayo Waki, Akihiro Chiba, Tomohisa Seki, Katsuyoshi Hayashi, Akinori Fujino, Tsuneyuki Haga, Takashi Noguchi, Kazuhiko Ohe

JMIR Bioinform Biotech 2022 (Sep 23); 3(1):e37951

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Digital Health Literacy as a Predictor of Awareness, Engagement, and Use of a National Web-Based Personal Health Record: Population-Based Survey Study

Christina Cheng, Emma Gearon, Melanie Hawkins, Crystal McPhee, Lisa Hanna, Roy Batterham, Richard H Osborne

J Med Internet Res 2022 (Sep 16); 24(9):e35772

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The Impact of Electronic Health Record Interoperability on Safety and Quality of Care in High-Income Countries: Systematic Review

Edmond Li, Jonathan Clarke, Hutan Ashrafian, Ara Darzi, Ana Luisa Neves

J Med Internet Res 2022 (Sep 15); 24(9):e38144

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Mining Severe Drug Hypersensitivity Reaction Cases in Pediatric Electronic Health Records: Methodology Development and Applications

Yuncui Yu, Qiuye Zhao, Wang Cao, Xiaochuan Wang, Yanming Li, Yuefeng Xie, Xiaoling Wang

JMIR Med Inform 2022 (Sep 13); 10(9):e37812

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Patient Experience and Feedback After Using an Electronic Health Record–Integrated COVID-19 Symptom Checker: Survey Study

Andrew W Liu, Anobel Y Odisho, William Brown III, Ralph Gonzales, Aaron B Neinstein, Timothy J Judson

JMIR Hum Factors 2022 (Sep 13); 9(3):e40064

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Issues With Variability in Electronic Health Record Data About Race and Ethnicity: Descriptive Analysis of the National COVID Cohort Collaborative Data Enclave

Lily Cook, Juan Espinoza, Nicole G Weiskopf, Nisha Mathews, David A Dorr, Kelly L Gonzales, Adam Wilcox, Charisse Madlock-Brown, N3C Consortium

JMIR Med Inform 2022 (Sep 06); 10(9):e39235

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Evaluating the Impact of a Point-of-Care Cardiometabolic Clinical Decision Support Tool on Clinical Efficiency Using Electronic Health Record Audit Log Data: Algorithm Development and Validation

Xiaowei Yan, Hannah Husby, Satish Mudiganti, Madina Gbotoe, Jake Delatorre-Reimer, Kevin Knobel, Andrew Hudnut, J B Jones

JMIR Med Inform 2022 (Sep 06); 10(9):e38385

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Identification of Preterm Labor Evaluation Visits and Extraction of Cervical Length Measures from Electronic Health Records Within a Large Integrated Health Care System: Algorithm Development and Validation

Fagen Xie, Nehaa Khadka, Michael J Fassett, Vicki Y Chiu, Chantal C Avila, Jiaxiao Shi, Meiyu Yeh, Aniket Kawatkar, Nana A Mensah, David A Sacks, Darios Getahun

JMIR Med Inform 2022 (Sep 06); 10(9):e37896

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Effect of Applying a Real-Time Medical Record Input Assistance System With Voice Artificial Intelligence on Triage Task Performance in the Emergency Department: Prospective Interventional Study

Ara Cho, In Kyung Min, Seungkyun Hong, Hyun Soo Chung, Hyun Sim Lee, Ji Hoon Kim

JMIR Med Inform 2022 (Aug 31); 10(8):e39892

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An mHealth-Based Health Management Information System Among Health Workers in Volta and Eastern Regions of Ghana: Pre-Post Comparison Analysis

Young-ji Lee, Seohyun Lee, SeYeon Kim, Wonil Choi, Yoojin Jeong, Nina Jin Joo Rhim, Ilwon Seo, Sun-Young Kim

JMIR Med Inform 2022 (Aug 31); 10(8):e29431

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The Reduction in Medical Errors on Implementing an Intensive Care Information System in a Setting Where a Hospital Electronic Medical Record System is Already in Use: Retrospective Analysis

Yusuke Seino, Nobuo Sato, Masafumi Idei, Takeshi Nomura

JMIR Perioper Med 2022 (Aug 31); 5(1):e39782

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Development and Evaluation of a Natural Language Processing Annotation Tool to Facilitate Phenotyping of Cognitive Status in Electronic Health Records: Diagnostic Study

Ayush Noori, Colin Magdamo, Xiao Liu, Tanish Tyagi, Zhaozhi Li, Akhil Kondepudi, Haitham Alabsi, Emily Rudmann, Douglas Wilcox, Laura Brenner, Gregory K Robbins, Lidia Moura, Sahar Zafar, Nicole M Benson, John Hsu, John R Dickson, Alberto Serrano-Pozo, Bradley T Hyman, Deborah Blacker, M Brandon Westover, Shibani S Mukerji, Sudeshna Das

J Med Internet Res 2022 (Aug 30); 24(8):e40384

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Standard Vocabularies to Improve Machine Learning Model Transferability With Electronic Health Record Data: Retrospective Cohort Study Using Health Care–Associated Infection

Amber C Kiser, Karen Eilbeck, Jeffrey P Ferraro, David E Skarda, Matthew H Samore, Brian Bucher

JMIR Med Inform 2022 (Aug 30); 10(8):e39057

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An Efficient Method for Deidentifying Protected Health Information in Chinese Electronic Health Records: Algorithm Development and Validation

Peng Wang, Yong Li, Liang Yang, Simin Li, Linfeng Li, Zehan Zhao, Shaopei Long, Fei Wang, Hongqian Wang, Ying Li, Chengliang Wang

JMIR Med Inform 2022 (Aug 30); 10(8):e38154

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Deployment of a Free-Text Analytics Platform at a UK National Health Service Research Hospital: CogStack at University College London Hospitals

Kawsar Noor, Lukasz Roguski, Xi Bai, Alex Handy, Roman Klapaukh, Amos Folarin, Luis Romao, Joshua Matteson, Nathan Lea, Leilei Zhu, Folkert W Asselbergs, Wai Keong Wong, Anoop Shah, Richard JB Dobson

JMIR Med Inform 2022 (Aug 24); 10(8):e38122

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Predicting Abnormalities in Laboratory Values of Patients in the Intensive Care Unit Using Different Deep Learning Models: Comparative Study

Ahmad Ayad, Ahmed Hallawa, Arne Peine, Lukas Martin, Lejla Begic Fazlic, Guido Dartmann, Gernot Marx, Anke Schmeink

JMIR Med Inform 2022 (Aug 24); 10(8):e37658

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Examining Structural Disparities in US Nursing Homes: National Survey of Health Information Technology Maturity

Gregory L Alexander, Jianfang Liu, Kimberly R Powell, Patricia W Stone

JMIR Aging 2022 (Aug 23); 5(3):e37482

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Exploiting Missing Value Patterns for a Backdoor Attack on Machine Learning Models of Electronic Health Records: Development and Validation Study

Byunggill Joe, Yonghyeon Park, Jihun Hamm, Insik Shin, Jiyeon Lee

JMIR Med Inform 2022 (Aug 19); 10(8):e38440

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State-of-the-Art Deep Learning Methods on Electrocardiogram Data: Systematic Review

Georgios Petmezas, Leandros Stefanopoulos, Vassilis Kilintzis, Andreas Tzavelis, John A Rogers, Aggelos K Katsaggelos, Nicos Maglaveras

JMIR Med Inform 2022 (Aug 15); 10(8):e38454

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Identifying Patients Who Meet Criteria for Genetic Testing of Hereditary Cancers Based on Structured and Unstructured Family Health History Data in the Electronic Health Record: Natural Language Processing Approach

Jianlin Shi, Keaton L Morgan, Richard L Bradshaw, Se-Hee Jung, Wendy Kohlmann, Kimberly A Kaphingst, Kensaku Kawamoto, Guilherme Del Fiol

JMIR Med Inform 2022 (Aug 11); 10(8):e37842

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