Decision Support for Health Professionals

Classification Accuracy of Hepatitis C Virus Infection Outcome: Data Mining Approach

Mario Frias, Jose M Moyano, Antonio Rivero-Juarez, Jose M Luna, Ángela Camacho, Habib M Fardoun, Isabel Machuca, Mohamed Al-Twijri, Antonio Rivero, Sebastian Ventura

J Med Internet Res 2021 (Feb 24); 23(2):e18766

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Patients’ Preferences for Artificial Intelligence Applications Versus Clinicians in Disease Diagnosis During the SARS-CoV-2 Pandemic in China: Discrete Choice Experiment

Taoran Liu, Winghei Tsang, Fengqiu Huang, Oi Ying Lau, Yanhui Chen, Jie Sheng, Yiwei Guo, Babatunde Akinwunmi, Casper JP Zhang, Wai-Kit Ming

J Med Internet Res 2021 (Feb 23); 23(2):e22841

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Learning From Past Respiratory Infections to Predict COVID-19 Outcomes: Retrospective Study

Shengtian Sang, Ran Sun, Jean Coquet, Harris Carmichael, Tina Seto, Tina Hernandez-Boussard

J Med Internet Res 2021 (Feb 22); 23(2):e23026

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Establishing Classifiers With Clinical Laboratory Indicators to Distinguish COVID-19 From Community-Acquired Pneumonia: Retrospective Cohort Study

Wanfa Dai, Pei-Feng Ke, Zhen-Zhen Li, Qi-Zhen Zhuang, Wei Huang, Yi Wang, Yujuan Xiong, Xian-Zhang Huang

J Med Internet Res 2021 (Feb 22); 23(2):e23390

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Prediction of Prolonged Length of Hospital Stay After Cancer Surgery Using Machine Learning on Electronic Health Records: Retrospective Cross-sectional Study

Yong-Yeon Jo, JaiHong Han, Hyun Woo Park, Hyojung Jung, Jae Dong Lee, Jipmin Jung, Hyo Soung Cha, Dae Kyung Sohn, Yul Hwangbo

JMIR Med Inform 2021 (Feb 22); 9(2):e23147

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Prognosis Score System to Predict Survival for COVID-19 Cases: a Korean Nationwide Cohort Study

Sung-Yeon Cho, Sung-Soo Park, Min-Kyu Song, Young Yi Bae, Dong-Gun Lee, Dong-Wook Kim

J Med Internet Res 2021 (Feb 22); 23(2):e26257

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Precision Assessment of COVID-19 Phenotypes Using Large-Scale Clinic Visit Audio Recordings: Harnessing the Power of Patient Voice

Paul J Barr, James Ryan, Nicholas C Jacobson

J Med Internet Res 2021 (Feb 19); 23(2):e20545

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Implementation of a Newborn Clinical Decision Support Software (NoviGuide) in a Rural District Hospital in Eastern Uganda: Feasibility and Acceptability Study

Mary Muhindo, Joshua Bress, Rogers Kalanda, Jean Armas, Elon Danziger, Moses R Kamya, Lisa M Butler, Theodore Ruel

JMIR Mhealth Uhealth 2021 (Feb 19); 9(2):e23737

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Measuring Adoption of Patient Priorities–Aligned Care Using Natural Language Processing of Electronic Health Records: Development and Validation of the Model

Javad Razjouyan, Jennifer Freytag, Lilian Dindo, Lea Kiefer, Edward Odom, Jaime Halaszynski, Jennifer W Silva, Aanand D Naik

JMIR Med Inform 2021 (Feb 19); 9(2):e18756

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Use and Control of Artificial Intelligence in Patients Across the Medical Workflow: Single-Center Questionnaire Study of Patient Perspectives

Simon Lennartz, Thomas Dratsch, David Zopfs, Thorsten Persigehl, David Maintz, Nils Große Hokamp, Daniel Pinto dos Santos

J Med Internet Res 2021 (Feb 17); 23(2):e24221

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Electronic Health Record–Based Prediction of 1-Year Risk of Incident Cardiac Dysrhythmia: Prospective Case-Finding Algorithm Development and Validation Study

Yaqi Zhang, Yongxia Han, Peng Gao, Yifu Mo, Shiying Hao, Jia Huang, Fangfan Ye, Zhen Li, Le Zheng, Xiaoming Yao, Zhen Li, Xiaodong Li, Xiaofang Wang, Chao-Jung Huang, Bo Jin, Yani Zhang, Gabriel Yang, Shaun T Alfreds, Laura Kanov, Karl G Sylvester, Eric Widen, Licheng Li, Xuefeng Ling

JMIR Med Inform 2021 (Feb 17); 9(2):e23606

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Development and Validation of an Automated Algorithm to Detect Atrial Fibrillation Within Stored Intensive Care Unit Continuous Electrocardiographic Data: Observational Study

Allan J Walkey, Syed K Bashar, Md Billal Hossain, Eric Ding, Daniella Albuquerque, Michael Winter, Ki H Chon, David D McManus

JMIR Cardio 2021 (Feb 15); 5(1):e18840

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Predictive Analytics for Care and Management of Patients With Acute Diseases: Deep Learning–Based Method to Predict Crucial Complication Phenotypes

Jessica Qiuhua Sheng, Paul Jen-Hwa Hu, Xiao Liu, Ting-Shuo Huang, Yu Hsien Chen

J Med Internet Res 2021 (Feb 12); 23(2):e18372

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Development and Validation of a Machine Learning Approach for Automated Severity Assessment of COVID-19 Based on Clinical and Imaging Data: Retrospective Study

Juan Carlos Quiroz, You-Zhen Feng, Zhong-Yuan Cheng, Dana Rezazadegan, Ping-Kang Chen, Qi-Ting Lin, Long Qian, Xiao-Fang Liu, Shlomo Berkovsky, Enrico Coiera, Lei Song, Xiaoming Qiu, Sidong Liu, Xiang-Ran Cai

JMIR Med Inform 2021 (Feb 11); 9(2):e24572

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A Machine Learning Prediction Model of Respiratory Failure Within 48 Hours of Patient Admission for COVID-19: Model Development and Validation

Siavash Bolourani, Max Brenner, Ping Wang, Thomas McGinn, Jamie S Hirsch, Douglas Barnaby, Theodoros P Zanos, Northwell COVID-19 Research Consortium

J Med Internet Res 2021 (Feb 10); 23(2):e24246

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Classification of the Disposition of Patients Hospitalized with COVID-19: Reading Discharge Summaries Using Natural Language Processing

Marta Fernandes, Haoqi Sun, Aayushee Jain, Haitham S Alabsi, Laura N Brenner, Elissa Ye, Wendong Ge, Sarah I Collens, Michael J Leone, Sudeshna Das, Gregory K Robbins, Shibani S Mukerji, M Brandon Westover

JMIR Med Inform 2021 (Feb 10); 9(2):e25457

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Machine Learning–Based Early Warning Systems for Clinical Deterioration: Systematic Scoping Review

Sankavi Muralitharan, Walter Nelson, Shuang Di, Michael McGillion, PJ Devereaux, Neil Grant Barr, Jeremy Petch

J Med Internet Res 2021 (Feb 04); 23(2):e25187

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Deep Learning Models for Predicting Severe Progression in COVID-19-Infected Patients: Retrospective Study

Thao Thi Ho, Jongmin Park, Taewoo Kim, Byunggeon Park, Jaehee Lee, Jin Young Kim, Ki Beom Kim, Sooyoung Choi, Young Hwan Kim, Jae-Kwang Lim, Sanghun Choi

JMIR Med Inform 2021 (Jan 28); 9(1):e24973

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A Mobile App to Support Clinical Diagnosis of Upper Respiratory Problems (eHealthResp): Co-Design Approach

João Moura, Ana Margarida Pisco Almeida, Fátima Roque, Adolfo Figueiras, Maria Teresa Herdeiro

J Med Internet Res 2021 (Jan 28); 23(1):e19194

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Giving Your Electronic Health Record a Checkup After COVID-19: A Practical Framework for Reviewing Clinical Decision Support in Light of the Telemedicine Expansion

Jonah Feldman, Adam Szerencsy, Devin Mann, Jonathan Austrian, Ulka Kothari, Hye Heo, Sam Barzideh, Maureen Hickey, Catherine Snapp, Rod Aminian, Lauren Jones, Paul Testa

JMIR Med Inform 2021 (Jan 27); 9(1):e21712

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