Computer-Aided Diagnosis

Leveraging Smart Bed Technology to Detect COVID-19 Symptoms: Case Study

Gary Garcia-Molina, Dmytro Guzenko, Susan DeFranco, Mark Aloia, Rajasi Mills, Faisal Mushtaq, Virend K Somers

JMIR AI 2025 (Sep 17); 4:e64018

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Comparative Diagnostic Performance of a Multimodal Large Language Model Versus a Dedicated Electrocardiogram AI in Detecting Myocardial Infarction From Electrocardiogram Images: Comparative Study

Haemin Lee, Sooyoung Yoo, Joonghee Kim, Youngjin Cho, Dongbum Suh, Keehyuck Lee

JMIR AI 2025 (Sep 17); 4:e75910

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Using Wearable Device and Machine Learning to Predict Mood Symptoms in Bipolar Disorder: Development and Usability Study

Chia-Tung Wu, Ming H Hsieh, I-Ming Chen, Lian-Yin Jhao, Ding-Shan Liu, Ssu-Ming Wang, Chia-Ting Wu, Yi-Ling Chien

JMIR Med Inform 2025 (Sep 16); 13:e66277

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Machine Learning Approach for Frailty Detection in Long-Term Care Using Accelerometer-Measured Gait and Daily Physical Activity: Model Development and Validation Study

Xiaoping Zheng, Ziwei Zeng, Kimberley S van Schooten, Yijian Yang

JMIR Aging 2025 (Sep 15); 8:e77140

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Prompt Engineering in Clinical Practice: Tutorial for Clinicians

Jialin Liu, Fang Liu, Changyu Wang, Siru Liu

J Med Internet Res 2025 (Sep 15); 27:e72644

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Enhancing Oral Health Diagnostics With Hyperspectral Imaging and Computer Vision: Clinical Dataset Study

Paul Römer, Jean-Jacques Ponciano, Katharina Kloster, Fabia Siegberg, Bastian Plaß, Shankeeth Vinayahalingam, Bilal Al-Nawas, Peer W Kämmerer, Thomas Klauer, Daniel Thiem

JMIR Med Inform 2025 (Sep 11); 13:e76148

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Diagnostic and Screening AI Tools in Brazil’s Resource-Limited Settings: Systematic Review

Leticia Medeiros Mancini, Luiz Eduardo Vanderlei Torres, Jorge Artur P de M Coelho, Nichollas Botelho da Fonseca, Pedro Fellipe Dantas Cordeiro, Samara Silva Noronha Cavalcante, Diego Dermeval

JMIR AI 2025 (Sep 10); 4:e69547

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Interpretable Artificial Intelligence Analysis of Functional Magnetic Resonance Imaging for Migraine Classification: Quantitative Study

Guohao Li, Hao Yang, Li He, Guojun Zeng

JMIR Med Inform 2025 (Sep 03); 13:e72155

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Rapidly Benchmarking Large Language Models for Diagnosing Comorbid Patients: Comparative Study Leveraging the LLM-as-a-Judge Method

Peter Sarvari, Zaid Al-fagih

JMIRx Med 2025 (Aug 29); 6:e67661

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A Machine Learning Algorithm With an Oversampling Technique in Limited Data Scenarios for the Prediction of Present and Future Restorative Treatment Need: Development and Validation Study

Elina Väyrynen, Otso Tirkkonen, Henna Tiensuu, Jaakko Suutala, Vuokko Anttonen, Marja-Liisa Laitala, Katri Kukkola, Saujanya Karki

JMIR Med Inform 2025 (Aug 28); 13:e75117

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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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Understanding Engagement With Digital Mental Health Technology in Mental Health Services: Multicenter Observational Study

Luke J Borgnolo, Sarah McKenna, Ian B Hickie, Mathew Varidel, Ashlee Turner, Carla Gorban, Haley M LaMonica, Min K Chong, William Capon, Gina Dimitropoulos, Robert Battisti, Bradley Whitwell, Blake Hamilton, Elizabeth M Scott, Frank Iorfino

J Med Internet Res 2025 (Aug 26); 27:e67597

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Tongue Image–Based Diagnosis of Acute Respiratory Tract Infection Using Machine Learning: Algorithm Development and Validation

Qianzi Che, Yuanming Leng, Wei Yang, Xihao Cao, Zhongxia Wang, Lizheng Liu, Feibiao Xie, Ruilin Wang

JMIR Med Inform 2025 (Aug 25); 13:e74102

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Diagnostic Prediction Models for Primary Care, Based on AI and Electronic Health Records: Systematic Review

Liesbeth Hunik, Asma Chaabouni, Twan van Laarhoven, Tim C Olde Hartman, Ralph T H Leijenaar, Jochen W L Cals, Annemarie A Uijen, Henk J Schers

JMIR Med Inform 2025 (Aug 22); 13:e62862

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Evaluating the Prototype of a Clinical Decision Support System in Primary Care: Qualitative Study

Susanne M Köhler, Svea Holtz, Michaela C Neff, Jannik Schaaf, Michael von Wagner, Beate S Müller, Dania Schütze

JMIR Form Res 2025 (Aug 20); 9:e69875

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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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Performance of Open-Source Large Language Models in Psychiatry: Usability Study Through Comparative Analysis of Non-English Records and English Translations

Min-Gyu Kim, Gyubeom Hwang, Junhyuk Chang, Seheon Chang, Hyun Woong Roh, Rae Woong Park

J Med Internet Res 2025 (Aug 18); 27:e69857

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AI-Driven Integrated System for Burn Depth Prediction With Electronic Medical Records: Algorithm Development and Validation

Md Masudur Rahman, Mohamed El Masry, Surya C Gnyawali, Yexiang Xue, Gayle Gordillo, Juan P Wachs

JMIR Med Inform 2025 (Aug 15); 13:e68366

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Performance Evaluation of Deep Learning for the Detection and Segmentation of Thyroid Nodules: Systematic Review and Meta-Analysis

Jiayu Ni, Yue You, Xiaohe Wu, Xueke Chen, Jiaying Wang, Yuan Li

J Med Internet Res 2025 (Aug 14); 27:e73516

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Early Diagnosis of Knee Osteoarthritis With a Natural Language Processing–Driven Approach Based on Clinician Notes: Development and Validation Study

Narathip Thanyakunsajja, Kulsawasd Jitkajornwanich, Shan Xu, Donghee Shin, Pattama Charoenporn

JMIR Form Res 2025 (Aug 14); 9:e64536

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