Clinical Informatics

A Machine Learning Approach for Identifying People With Neuroinfectious Diseases in Electronic Health Records: Algorithm Development and Validation

Arjun Singh, Shadi Sartipi, Haoqi Sun, Rebecca Milde, Niels Turley, Carson Quinn, G Kyle Harrold, Rebecca L Gillani, Sarah E Turbett, Sudeshna Das, Sahar Zafar, Marta Fernandes, M Brandon Westover, Shibani S Mukerji

JMIR Med Inform 2025 (Aug 29); 13:e63157

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Development of a Large-Scale Dataset of Chest Computed Tomography Reports in Japanese and a High-Performance Finding Classification Model: Dataset Development and Validation Study

Yosuke Yamagishi, Yuta Nakamura, Tomohiro Kikuchi, Yuki Sonoda, Hiroshi Hirakawa, Shintaro Kano, Satoshi Nakamura, Shouhei Hanaoka, Takeharu Yoshikawa, Osamu Abe

JMIR Med Inform 2025 (Aug 28); 13:e71137

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Wearable Device–Based Respiratory Complexity Analysis for Detecting Pulmonary Congestion in Patients With Heart Failure: Observational Exploratory Study

Mengwei Li, Yu Kang, Shuanglin Zhao, Xiu Zhang, Zheng Liu, Lixuan Li, Qing Zhang, Zhengbo Zhang

J Med Internet Res 2025 (Aug 27); 27:e73488

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Misleading Results in Posttraumatic Stress Disorder Predictive Models Using Electronic Health Record Data: Algorithm Validation Study

Thomas M Crow, Eric Lin, Kelly L Harper, Michael L Crowe, Terence M Keane, Brian P Marx

J Med Internet Res 2025 (Aug 27); 27:e63352

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Environmental Triggers of Specific Subtypes of Agitation in People With Dementia: Observational Study

Hannah Davidoff, Alex Van Kraaij, Erika Lutin, Laura Van den Bulcke, Mathieu Vandenbulcke, Nick Van Helleputte, Maarten De Vos, Chris Van Hoof, Maarten Van Den Bossche

JMIR Form Res 2025 (Aug 27); 9:e60274

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Use of Biometrics for Records Deduplication: Case Study of the National Data Repository in Nigeria

Ademola Oladipo, Ibrahim Dalhatu, Stephen Taiye Balogun, Moyosola Bamidele, Ayodele Fagbemi, Isah Ahmed Abbas, Nannim Nalda, Richard Ugbena, Jude Orjih, Timothy A Efuntoye, Brooke Doman, Sadhna Patel, Herman Tolentino, Daniel Rosen, James Kariuki, Johnson Alonge, Kehinde Balogun, Nnamdi Umeh, Gibril Gomez, Oludare Onimode, Olaposi Olatoregun, Jay Osi Samuels, Adebobola Bashorun

Online J Public Health Inform 2025 (Aug 26); 17:e67580

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An Extraction Tool for Venous Thromboembolism Symptom Identification in Primary Care Notes to Facilitate Electronic Clinical Quality Measure Reporting: Algorithm Development and Validation Study

John Novoa-Laurentiev, Mica Bowen, Avery Pullman, Wenyu Song, Ania Syrowatka, Jin Chen, Michael Sainlaire, Frank Chang, Krissy Gray, Purushottam Panta, Luwei Liu, Khalid Nawab, Shadi Hijjawi, Richard Schreiber, Li Zhou, Patricia C Dykes

JMIR Med Inform 2025 (Aug 26); 13:e63720

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Intensive Care Unit Patient Outcome Prediction Using ν-Support Vector Classification and Stochastic Signal Processing–Based Feature Extraction Techniques: Algorithm Development and Validation Study

Shaodong Wang, Yiqun Jiang, Qing Li, Wenli Zhang

JMIR AI 2025 (Aug 26); 4:e72671

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External Exposome Factors and Adverse Heart Failure Outcomes in the OneFlorida+ Network: Retrospective Cohort Study

Wenxi Huang, Stephen E Kimmel, Mustafa Ahmed, Steven M Smith, Yao An Lee, Lanting Yang, Inmaculada Hernandez, Jiang Bian, Jingchuan Guo

JMIR Form Res 2025 (Aug 25); 9:e71595

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Finnish Registry-Based Protocol for Screening and Management of Fatigue and Cognitive Problems in Multiple Sclerosis: Observational Study

Päivi Hämäläinen, Elina Lämsä, Matias Viitala, Hanna Kuusisto, Marja Niiranen, Sari Avikainen, Juha Puustinen, Mervi Ryytty, Juhani Ruutiainen, Merja Soilu-Hänninen

JMIR Hum Factors 2025 (Aug 22); 12:e67990

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Multimodal Integration in Health Care: Development With Applications in Disease Management

Yan Hao, Chao Cheng, Juanjuan Li, Hongwen Li, Xingsi Di, Xiaoxia Zeng, Shoumei Jin, Xiaodong Han, Chongsong Liu, Qianqian Wang, Bingying Luo, Xianhai Zeng, Ke Li

J Med Internet Res 2025 (Aug 21); 27:e76557

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Medical Science Data Value Evaluation Model: Mixed Methods Study

Dandan Wang, Yaning Liu

JMIR Med Inform 2025 (Aug 21); 13:e63544

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Remote Consultations in England During COVID-19: Challenges in Data Quality, Linkage, and Research Validity

Liliana Hidalgo-Padilla, Massar Dabbous, Kristoffer Halvorsrud, Thomas Beaney, Gideon Gideon, Eoin Gogarty, Geva Greenfield, Benedict Hayhoe, Gabriele Kerr, Rosalind Raine, Nirandeep Rehill, Robert Stewart, Fiona Gaughran, Mariana Pinto da Costa

Online J Public Health Inform 2025 (Aug 20); 17:e66672

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A Real-Time Signal-Based Wavelet Long Short-Term Memory Method for Length-of-Stay Prediction for the Intensive Care Unit: Development and Evaluation Study

Yiqun Jiang, Qing Li, Wenli Zhang

JMIR AI 2025 (Aug 20); 4:e71247

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Deep Phenotyping of Obesity: Electronic Health Record–Based Temporal Modeling Study

Xiaoyang Ruan, Shuyu Lu, Liwei Wang, Andrew Wen, Sameer Murali, Hongfang Liu

J Med Internet Res 2025 (Aug 20); 27:e70140

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Clinical and Economic Evaluation of a Real-Time Chest X-Ray Computer-Aided Detection System for Misplaced Endotracheal and Nasogastric Tubes and Pneumothorax in Emergency and Critical Care Settings: Protocol for a Cluster Randomized Controlled Trial

Chu-Lin Tsai, Teresa Cheng-Chieh Chu, Chih-Hung Wang, Wei-Tien Chang, Min-Shan Tsai, Shih-Chi Ku, Yen-Hung Lin, Hao-Chih Tai, Shuenn-Wen Kuo, Kuo-Chuan Wang, Anne Chao, Sung-Chun Tang, Wei-Lun Liu, Ming-Han Tsai, Ting-Ann Wang, Shu-Lin Chuang, Yi-Chia Lee, Lu-Cheng Kuo, Chiuan-Jung Chen, Jia-Horng Kao, Weichung Wang, Chien-Hua Huang

JMIR Res Protoc 2025 (Aug 20); 14:e72928

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A Multimodal Large Language Model as an End-to-End Classifier of Thyroid Nodule Malignancy Risk: Usability Study

Gerald Gui Ren Sng, Yi Xiang, Daniel Yan Zheng Lim, Joshua Yi Min Tung, Jen Hong Tan, Chiaw Ling Chng

JMIR Form Res 2025 (Aug 19); 9:e70863

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Microorganisms Linked to Health Care–Associated Infections: Modernization of Terminology Resources for Reporting to the National Healthcare Safety Network

Sheila Abner, Shuai Zheng, Caroline Macumber, Shaun Shakib, Jonathan Edwards, Andrea Benin

JMIR Public Health Surveill 2025 (Aug 19); 11:e66088

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Deep Learning and Image Generator Health Tabular Data (IGHT) for Predicting Overall Survival in Patients With Colorectal Cancer: Retrospective Study

Seo Hyun Oh, Youngho Lee, Jeong-Heum Baek, Woongsang Sunwoo

JMIR Med Inform 2025 (Aug 19); 13:e75022

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The Costs of Digital Health Interventions to Improve Immunization Data in Low- and Middle-Income Countries: Multicountry Mixed Methods Study

Carlo Federici, Maria Verykiou, Marianna Cavazza, Willyhelmina Olomi, Piero Irakiza, Kizito Kayumba, Edith Rodriguez, Luis Enrique Castillo Mendoza, Stefano Malvolti, Claire Hugo, Nyanda Elias Ntinginya, Souleymane Camara, Issa Sabi, Nagnouma Sano, Hassan Sibomana, Jeanine Condo, Aleksandra Torbica, Claudio Jommi, Carsten Mantel, Viviana Mangiaterra

J Med Internet Res 2025 (Aug 18); 27:e62746

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