Machine Learning

Longitudinal Model Shifts of Machine Learning–Based Clinical Risk Prediction Models: Evaluation Study of Multiple Use Cases Across Different Hospitals

Patricia Cabanillas Silva, Hong Sun, Mohamed Rezk, Diana M Roccaro-Waldmeyer, Janis Fliegenschmidt, Nikolai Hulde, Vera von Dossow, Laurent Meesseman, Kristof Depraetere, Joerg Stieg, Ralph Szymanowsky, Fried-Michael Dahlweid

J Med Internet Res 2024 (Dec 13); 26:e51409

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Survival After Radical Cystectomy for Bladder Cancer: Development of a Fair Machine Learning Model

Samuel Carbunaru, Yassamin Neshatvar, Hyungrok Do, Katie Murray, Rajesh Ranganath, Madhur Nayan

JMIR Med Inform 2024 (Dec 13); 12:e63289

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Screening for Depression and Anxiety Using a Nonverbal Working Memory Task in a Sample of Older Brazilians: Observational Study of Preliminary Artificial Intelligence Model Transferability

Alexandra Livia Georgescu, Nicholas Cummins, Emilia Molimpakis, Eduardo Giacomazzi, Joana Rodrigues Marczyk, Stefano Goria

JMIR Form Res 2024 (Dec 12); 8:e55856

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Development and Validation of a Literature Screening Tool: Few-Shot Learning Approach in Systematic Reviews

Phongphat Wiwatthanasetthakarn, Wanchana Ponthongmak, Panu Looareesuwan, Amarit Tansawet, Pawin Numthavaj, Gareth J McKay, John Attia, Ammarin Thakkinstian

J Med Internet Res 2024 (Dec 11); 26:e56863

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Accuracy of Machine Learning in Detecting Pediatric Epileptic Seizures: Systematic Review and Meta-Analysis

Zhuan Zou, Bin Chen, Dongqiong Xiao, Fajuan Tang, Xihong Li

J Med Internet Res 2024 (Dec 11); 26:e55986

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Early Detection of Dementia in Populations With Type 2 Diabetes: Predictive Analytics Using Machine Learning Approach

Phan Thanh Phuc, Phung-Anh Nguyen, Nam Nhat Nguyen, Min-Huei Hsu, Nguyen Quoc Khanh Le, Quoc-Viet Tran, Chih-Wei Huang, Hsuan-Chia Yang, Cheng-Yu Chen, Thi Anh Hoa Le, Minh Khoi Le, Hoang Bac Nguyen, Christine Y Lu, Jason C Hsu

J Med Internet Res 2024 (Dec 11); 26:e52107

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A Pathological Diagnosis Method for Fever of Unknown Origin Based on Multipath Hierarchical Classification: Model Design and Validation

Jianchao Du, Junyao Ding, Yuan Wu, Tianyan Chen, Jianqi Lian, Lei Shi, Yun Zhou

JMIR Form Res 2024 (Dec 09); 8:e58423

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Evaluation of RMES, an Automated Software Tool Utilizing AI, for Literature Screening with Reference to Published Systematic Reviews as Case-Studies: Development and Usability Study

Ayaka Sugiura, Satoshi Saegusa, Yingzi Jin, Riki Yoshimoto, Nicholas D Smith, Koji Dohi, Tadashi Higuchi, Tomotake Kozu

JMIR Form Res 2024 (Dec 09); 8:e55827

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The Triage and Diagnostic Accuracy of Frontier Large Language Models: Updated Comparison to Physician Performance

Michael Joseph Sorich, Arduino Aleksander Mangoni, Stephen Bacchi, Bradley Douglas Menz, Ashley Mark Hopkins

J Med Internet Res 2024 (Dec 06); 26:e67409

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Machine Learning–Based Suicide Risk Prediction Model for Suicidal Trajectory on Social Media Following Suicidal Mentions: Independent Algorithm Validation

Zachary Kaminsky, Robyn J McQuaid, Kim GC Hellemans, Zachary R Patterson, Mysa Saad, Robert L Gabrys, Tetyana Kendzerska, Alfonso Abizaid, Rebecca Robillard

J Med Internet Res 2024 (Dec 05); 26:e49927

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Intersection of Performance, Interpretability, and Fairness in Neural Prototype Tree for Chest X-Ray Pathology Detection: Algorithm Development and Validation Study

Hongbo Chen, Myrtede Alfred, Andrew D Brown, Angela Atinga, Eldan Cohen

JMIR Form Res 2024 (Dec 05); 8:e59045

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Predicting and Monitoring Symptoms in Patients Diagnosed With Depression Using Smartphone Data: Observational Study

Arsi Ikäheimonen, Nguyen Luong, Ilya Baryshnikov, Richard Darst, Roope Heikkilä, Joel Holmen, Annasofia Martikkala, Kirsi Riihimäki, Outi Saleva, Erkki Isometsä, Talayeh Aledavood

J Med Internet Res 2024 (Dec 03); 26:e56874

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Using Artificial Intelligence to Detect Risk of Family Violence: Protocol for a Systematic Review and Meta-Analysis

Kathleen de Boer, Jessica L Mackelprang, Maja Nedeljkovic, Denny Meyer, Ravi Iyer

JMIR Res Protoc 2024 (Dec 02); 13:e54966

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Analyzing Patient Experience on Weibo: Machine Learning Approach to Topic Modeling and Sentiment Analysis

Xiao Chen, Zhiyun Shen, Tingyu Guan, Yuchen Tao, Yichen Kang, Yuxia Zhang

JMIR Med Inform 2024 (Nov 29); 12:e59249

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Auxiliary Diagnosis of Children With Attention-Deficit/Hyperactivity Disorder Using Eye-Tracking and Digital Biomarkers: Case-Control Study

Zhongling Liu, Jinkai Li, Yuanyuan Zhang, Dan Wu, Yanyan Huo, Jianxin Yang, Musen Zhang, Chuanfei Dong, Luhui Jiang, Ruohan Sun, Ruoyin Zhou, Fei Li, Xiaodan Yu, Daqian Zhu, Yao Guo, Jinjin Chen

JMIR Mhealth Uhealth 2024 (Nov 29); 12:e58927

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Eco-Evolutionary Drivers of Vibrio parahaemolyticus Sequence Type 3 Expansion: Retrospective Machine Learning Approach

Amy Marie Campbell, Chris Hauton, Ronny van Aerle, Jaime Martinez-Urtaza

JMIR Bioinform Biotech 2024 (Nov 28); 5:e62747

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Enhancing Frailty Assessments for Transcatheter Aortic Valve Replacement Patients Using Structured and Unstructured Data: Real-World Evidence Study

Mamoun T Mardini, Chen Bai, Anthony A Bavry, Ahmed Zaghloul, R David Anderson, Catherine E Crenshaw Price, Mohammad A Z Al-Ani

JMIR Aging 2024 (Nov 27); 7:e58980

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Development and Validation of a Prediction Model Using Sella Magnetic Resonance Imaging–Based Radiomics and Clinical Parameters for the Diagnosis of Growth Hormone Deficiency and Idiopathic Short Stature: Cross-Sectional, Multicenter Study

Kyungchul Song, Taehoon Ko, Hyun Wook Chae, Jun Suk Oh, Ho-Seong Kim, Hyun Joo Shin, Jeong-Ho Kim, Ji-Hoon Na, Chae Jung Park, Beomseok Sohn

J Med Internet Res 2024 (Nov 27); 26:e54641

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Implementation of Machine Learning Applications in Health Care Organizations: Systematic Review of Empirical Studies

Luigi M Preti, Vittoria Ardito, Amelia Compagni, Francesco Petracca, Giulia Cappellaro

J Med Internet Res 2024 (Nov 25); 26:e55897

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Antihypertensive Drug Recommendations for Reducing Arterial Stiffness in Patients With Hypertension: Machine Learning–Based Multicohort (RIGIPREV) Study

Iván Cavero-Redondo, Arturo Martinez-Rodrigo, Alicia Saz-Lara, Nerea Moreno-Herraiz, Veronica Casado-Vicente, Leticia Gomez-Sanchez, Luis Garcia-Ortiz, Manuel A Gomez-Marcos, RIGIPREV Investigators Group

J Med Internet Res 2024 (Nov 25); 26:e54357

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