Decision Support for Health Professionals

Monitoring Diagnostic Safety Risks in Emergency Departments: Protocol for a Machine Learning Study

Moein Enayati, Mustafa Sir, Xingyu Zhang, Sarah J Parker, Elizabeth Duffy, Hardeep Singh, Prashant Mahajan, Kalyan S Pasupathy

JMIR Res Protoc 2021 (Jun 14); 10(6):e24642

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A Web Interface for Antibiotic Prescription Recommendations in Primary Care: User-Centered Design Approach

Ronni Madar, Adrien Ugon, Damir Ivanković, Rosy Tsopra

J Med Internet Res 2021 (Jun 11); 23(6):e25741

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Patients’ and Providers’ Needs and Preferences When Considering Fertility Preservation Before Cancer Treatment: Decision-Making Needs Assessment

Aubri Hoffman, Laura Crocker, Aakrati Mathur, Deborah Holman, June Weston, Sukhkamal Campbell, Ashley Housten, Andrea Bradford, Shilpi Agrawala, Terri L Woodard

JMIR Form Res 2021 (Jun 07); 5(6):e25083

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Validation of Visual and Auditory Digital Markers of Suicidality in Acutely Suicidal Psychiatric Inpatients: Proof-of-Concept Study

Isaac Galatzer-Levy, Anzar Abbas, Anja Ries, Stephanie Homan, Laura Sels, Vidya Koesmahargyo, Vijay Yadav, Michael Colla, Hanne Scheerer, Stefan Vetter, Erich Seifritz, Urte Scholz, Birgit Kleim

J Med Internet Res 2021 (Jun 03); 23(6):e25199

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The Clinical Decision Support System AMPEL for Laboratory Diagnostics: Implementation and Technical Evaluation

Maria Beatriz Walter Costa, Mark Wernsdorfer, Alexander Kehrer, Markus Voigt, Carina Cundius, Martin Federbusch, Felix Eckelt, Johannes Remmler, Maria Schmidt, Sarah Pehnke, Christiane Gärtner, Markus Wehner, Berend Isermann, Heike Richter, Jörg Telle, Thorsten Kaiser

JMIR Med Inform 2021 (Jun 03); 9(6):e20407

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Evaluation Framework for Successful Artificial Intelligence–Enabled Clinical Decision Support Systems: Mixed Methods Study

Mengting Ji, Georgi Z Genchev, Hengye Huang, Ting Xu, Hui Lu, Guangjun Yu

J Med Internet Res 2021 (Jun 02); 23(6):e25929

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Ethical Applications of Artificial Intelligence: Evidence From Health Research on Veterans

Christos Makridis, Seth Hurley, Mary Klote, Gil Alterovitz

JMIR Med Inform 2021 (Jun 02); 9(6):e28921

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A Multimodal Imaging–Based Deep Learning Model for Detecting Treatment-Requiring Retinal Vascular Diseases: Model Development and Validation Study

Eugene Yu-Chuan Kang, Ling Yeung, Yi-Lun Lee, Cheng-Hsiu Wu, Shu-Yen Peng, Yueh-Peng Chen, Quan-Ze Gao, Chihung Lin, Chang-Fu Kuo, Chi-Chun Lai

JMIR Med Inform 2021 (May 31); 9(5):e28868

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A Machine Learning Approach for Mortality Prediction in COVID-19 Pneumonia: Development and Evaluation of the Piacenza Score

Geza Halasz, Michela Sperti, Matteo Villani, Umberto Michelucci, Piergiuseppe Agostoni, Andrea Biagi, Luca Rossi, Andrea Botti, Chiara Mari, Marco Maccarini, Filippo Pura, Loris Roveda, Alessia Nardecchia, Emanuele Mottola, Massimo Nolli, Elisabetta Salvioni, Massimo Mapelli, Marco Agostino Deriu, Dario Piga, Massimo Piepoli

J Med Internet Res 2021 (May 31); 23(5):e29058

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A Roadmap for Automating Lineage Tracing to Aid Automatically Explaining Machine Learning Predictions for Clinical Decision Support

Gang Luo

JMIR Med Inform 2021 (May 27); 9(5):e27778

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Integrating Physiological Data Artifacts Detection With Clinical Decision Support Systems: Observational Study

Shermeen Nizami, Carolyn McGregor AM, James Robert Green

JMIR Biomed Eng 2021 (May 27); 6(2):e23495

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Authors’ Reply to: Minimizing Selection and Classification Biases Comment on “Clinical Characteristics and Prognostic Factors for Intensive Care Unit Admission of Patients With COVID-19: Retrospective Study Using Machine Learning and Natural Language Processing”

Jose Luis Izquierdo, Joan B Soriano

J Med Internet Res 2021 (May 26); 23(5):e29405

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Minimizing Selection and Classification Biases. Comment on “Clinical Characteristics and Prognostic Factors for Intensive Care Unit Admission of Patients With COVID-19: Retrospective Study Using Machine Learning and Natural Language Processing”

Francisco Martos Pérez, Ricardo Gomez Huelgas, María Dolores Martín Escalante, José Manuel Casas Rojo

J Med Internet Res 2021 (May 26); 23(5):e27142

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Utilizing Lean Software Methods To Improve Acceptance of Global eHealth Initiatives: Results From the Implementation of the Basic Emergency Care App

Christian Rose, Taylor Nichols, Daniel Hackner, Julia Chang, Steven Straube, Willem Jooste, Hendry Sawe, Andrea Tenner

JMIR Form Res 2021 (May 26); 5(5):e14851

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Leveraging Genetic Reports and Electronic Health Records for the Prediction of Primary Cancers: Algorithm Development and Validation Study

Nansu Zong, Victoria Ngo, Daniel J Stone, Andrew Wen, Yiqing Zhao, Yue Yu, Sijia Liu, Ming Huang, Chen Wang, Guoqian Jiang

JMIR Med Inform 2021 (May 25); 9(5):e23586

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Improving Current Glycated Hemoglobin Prediction in Adults: Use of Machine Learning Algorithms With Electronic Health Records

Zakhriya Alhassan, Matthew Watson, David Budgen, Riyad Alshammari, Ali Alessa, Noura Al Moubayed

JMIR Med Inform 2021 (May 24); 9(5):e25237

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Automatically Diagnosing Disk Bulge and Disk Herniation With Lumbar Magnetic Resonance Images by Using Deep Convolutional Neural Networks: Method Development Study

Qiong Pan, Kai Zhang, Lin He, Zhou Dong, Lei Zhang, Xiaohang Wu, Yi Wu, Yanjun Gao

JMIR Med Inform 2021 (May 21); 9(5):e14755

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A Clinical Prediction Model to Predict Heparin Treatment Outcomes and Provide Dosage Recommendations: Development and Validation Study

Dongkai Li, Jianwei Gao, Na Hong, Hao Wang, Longxiang Su, Chun Liu, Jie He, Huizhen Jiang, Qiang Wang, Yun Long, Weiguo Zhu

J Med Internet Res 2021 (May 20); 23(5):e27118

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Predicting Prolonged Length of Hospital Stay for Peritoneal Dialysis–Treated Patients Using Stacked Generalization: Model Development and Validation Study

Guilan Kong, Jingyi Wu, Hong Chu, Chao Yang, Yu Lin, Ke Lin, Ying Shi, Haibo Wang, Luxia Zhang

JMIR Med Inform 2021 (May 19); 9(5):e17886

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Federated Learning for Thyroid Ultrasound Image Analysis to Protect Personal Information: Validation Study in a Real Health Care Environment

Haeyun Lee, Young Jun Chai, Hyunjin Joo, Kyungsu Lee, Jae Youn Hwang, Seok-Mo Kim, Kwangsoon Kim, Inn-Chul Nam, June Young Choi, Hyeong Won Yu, Myung-Chul Lee, Hiroo Masuoka, Akira Miyauchi, Kyu Eun Lee, Sungwan Kim, Hyoun-Joong Kong

JMIR Med Inform 2021 (May 18); 9(5):e25869

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