Computer-Aided Diagnosis

Detecting Laterality Errors in Combined Radiographic Studies by Enhancing the Traditional Approach With GPT-4o: Algorithm Development and Multisite Internal Validation

Kung-Hsun Weng, Yi-Chen Chou, Yu-Ting Kuo, Tsyh-Jyi Hsieh, Chung-Feng Liu

JMIR Form Res 2025 (Oct 29); 9:e76384

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AI Applications in Depression Detection and Diagnosis: Bibliometric and Visual Analysis of Trends and Future Directions

Wenbo Ren, Xiali Xue, Lu Liu, Jiahuan Huang

JMIR Ment Health 2025 (Oct 22); 12:e79293

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Performance of Automatic Speech Analysis in Detecting Depression: Systematic Review and Meta-Analysis

Patricia Laura Maran, María Dolores Braquehais, Alexandra Vlaic, María Teresa Alonzo-Castillo, Júlia Vendrell-Serres, Josep Antoni Ramos-Quiroga, Amanda Rodríguez-Urrutia

JMIR Ment Health 2025 (Oct 22); 12:e67802

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Using Artificial Intelligence–Based Technologies for the Early Detection of Behavioral and Psychological Symptoms of Dementia: Scoping Review

Sofia Fernandes, Joëlle Rosselet Amoussou, Carla Gomes da Rocha, Elodie Perruchoud, Armin von Gunten, Cédric Mabire, Henk Verloo

JMIR Aging 2025 (Oct 21); 8:e76074

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Aiding Large Language Models Using Clinical Scoresheets for Neurobehavioral Diagnostic Classification From Text: Algorithm Development and Validation

Kaiying Lin, Abdur Rasool, Saimourya Surabhi, Cezmi Mutlu, Haopeng Zhang, Dennis P Wall, Peter Washington

JMIR AI 2025 (Oct 21); 4:e75030

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Integration of an Artificial Intelligence–Based Autism Diagnostic Device into the ECHO Autism Primary Care Workflow: Prospective Observational Study

Kristin Sohl, Erik Linstead, Kelianne Heinz, Elia Eiroa Lledo, Alicia Brewer Curran, Melissa Mahurin, Valeria Nanclares-Nogués, Carmela Salomon, Minda Seal, Sharief Taraman

JMIR Form Res 2025 (Oct 21); 9:e80733

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Automated Speech Markers of Alzheimer Dementia: Test of Cross-Linguistic Generalizability

Paula Andrea Pérez-Toro, Franco J Ferrante, Gonzalo Pérez, Boon Lead Tee, Jessica de Leon, Elmar Nöth, Maria Schuster, Andreas Maier, Andrea Slachevsky, Maria Luisa Gorno-Tempini, Agustín Ibáñez, Juan Rafael Orozco-Arroyave, Adolfo García

J Med Internet Res 2025 (Oct 15); 27:e74200

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Comparing Generative Artificial Intelligence and Mental Health Professionals for Clinical Decision-Making With Trauma-Exposed Populations: Vignette-Based Experimental Study

Katherine E Wislocki, Sabahat Sami, Gahl Liberzon, Alyson K Zalta

JMIR Ment Health 2025 (Oct 14); 12:e80801

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Explainable AI-Driven Analysis of Radiology Reports Using Text and Image Data: Experimental Study

Muhammad Tayyab Zamir, Safir Ullah Khan, Alexander Gelbukh, Edgardo Manuel Felipe Riverón, Irina Gelbukh

JMIR Form Res 2025 (Oct 14); 9:e77482

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Performance of Large Language Models in Diagnosing Rare Hematologic Diseases and the Impact of Their Diagnostic Outputs on Physicians: Combined Retrospective and Prospective Study

Hongbin Yu, Tian Chen, Xin Zhang, Yunfan Yang, Qinyu Liu, Chenlu Yang, Kai Shen, He Li, Wenjiao Tang, Xushu Zhong, Xiao Shuai, Xinmei Yu, Yi Liao, Chiyi Wang, Huanling Zhu, Yu Wu

J Med Internet Res 2025 (Oct 09); 27:e77334

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A Vision-Language–Guided Multimodal Fusion Network for Glottic Carcinoma Early Diagnosis: Model Development and Validation Study

Zhaohui Jin, Yi Shuai, Yun Li, Mianmian Chen, Yumeng Liu, Wenbin Lei, Xiaomao Fan

JMIR Med Inform 2025 (Oct 08); 13:e74902

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YOLOv12 Algorithm-Aided Detection and Classification of Lateral Malleolar Avulsion Fracture and Subfibular Ossicle Based on CT Images: Multicenter Study

Jiayi Liu, Peng Sun, Yousheng Yuan, Zihan Chen, Ke Tian, Qian Gao, Xiangsheng Li, Liang Xia, Jun Zhang, Nan Xu

JMIR Med Inform 2025 (Oct 03); 13:e79064

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Identification of Syndrome Types in Patients With Pancreatic Cancer From Free Text in Electronic Medical Records: Model Development and Validation

He Ba, Haojie Du, Chienshan Cheng, Yuan Zhang, Linjie Ruan, Zhen Chen

JMIR Form Res 2025 (Oct 03); 9:e70602

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Differential Diagnosis Assessment in Ambulatory Care With a Digital Health History Device: Pseudorandomized Study

Beth Healey, Adrien Schwitzguebel, Herve Spechbach

JMIR Form Res 2025 (Oct 01); 9:e56384

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Speech Emotion Recognition in Mental Health: Systematic Review of Voice-Based Applications

Eric Jordan, Raphaël Terrisse, Valeria Lucarini, Motasem Alrahabi, Marie-Odile Krebs, Julien Desclés, Christophe Lemey

JMIR Ment Health 2025 (Sep 30); 12:e74260

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Handwriting in Mild Cognitive Impairment: Reliability Assessment and Machine Learning–Based Screening

Simone Toffoli, Carlo Abbate, Francesca Lunardini, Edoardo Corno, Nicholas Diani, Alessia Gallucci, Emanuele Tomasini, Pietro Davide Trimarchi, Simona Ferrante

JMIR Aging 2025 (Sep 23); 8:e73074

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Machine Learning and Shapley Additive Explanations Value Integration for Predicting the Prognostic of Anti-N-Methyl-D-Aspartate Receptor Encephalitis: Model Development and Evaluation Study

Jia Wang, Haotian Wu, Han Cai, YingXiang Wang, Jian Gu

JMIR Med Inform 2025 (Sep 22); 13:e75020

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Diagnostic Performance of Computed Tomography–Based Artificial Intelligence for Early Recurrence of Cholangiocarcinoma: Systematic Review and Meta-Analysis

Jie Chen, Jianxin Xi, Tianyu Chen, Lulu Yang, Kaijia Liu, Xiaobo Ding

J Med Internet Res 2025 (Sep 18); 27:e78306

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Fusion of X-Ray Images and Clinical Data for a Multimodal Deep Learning Prediction Model of Osteoporosis: Algorithm Development and Validation Study

Jun Tang, Xiang Yin, Jiangyuan Lai, Keyu Luo, Dongdong Wu

JMIR Med Inform 2025 (Sep 18); 13:e70738

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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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