Imaging Informatics

Diagnosis Test Accuracy of Artificial Intelligence for Endometrial Cancer: Systematic Review and Meta-Analysis

Longyun Wang, Zeyu Wang, Bowei Zhao, Kai Wang, Jingying Zheng, Lijing Zhao

J Med Internet Res 2025 (Apr 18); 27:e66530

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Generating Artificial Patients With Reliable Clinical Characteristics Using a Geometry-Based Variational Autoencoder: Proof-of-Concept Feasibility Study

Fabrice Ferré, Stéphanie Allassonnière, Clément Chadebec, Vincent Minville

J Med Internet Res 2025 (Apr 17); 27:e63130

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Comparison of Deep Learning Approaches Using Chest Radiographs for Predicting Clinical Deterioration: Retrospective Observational Study

Mahmudur Rahman, Jifan Gao, Kyle A Carey, Dana P Edelson, Askar Afshar, John W Garrett, Guanhua Chen, Majid Afshar, Matthew M Churpek

JMIR AI 2025 (Apr 10); 4:e67144

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Extracting Pulmonary Embolism Diagnoses From Radiology Impressions Using GPT-4o: Large Language Model Evaluation Study

Mohammed Mahyoub, Kacie Dougherty, Ajit Shukla

JMIR Med Inform 2025 (Apr 09); 13:e67706

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Large Language Models in Summarizing Radiology Report Impressions for Lung Cancer in Chinese: Evaluation Study

Danqing Hu, Shanyuan Zhang, Qing Liu, Xiaofeng Zhu, Bing Liu

J Med Internet Res 2025 (Apr 03); 27:e65547

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Artificial Intelligence Performance in Image-Based Cancer Identification: Umbrella Review of Systematic Reviews

He-Li Xu, Ting-Ting Gong, Xin-Jian Song, Qian Chen, Qi Bao, Wei Yao, Meng-Meng Xie, Chen Li, Marcin Grzegorzek, Yu Shi, Hong-Zan Sun, Xiao-Han Li, Yu-Hong Zhao, Song Gao, Qi-Jun Wu

J Med Internet Res 2025 (Apr 01); 27:e53567

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AI-Based Identification Method for Cervical Transformation Zone Within Digital Colposcopy: Development and Multicenter Validation Study

Tong Wu, Yuting Wang, Xiaoli Cui, Peng Xue, Youlin Qiao

JMIR Cancer 2025 (Mar 31); 11:e69672

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Automatic Human Embryo Volume Measurement in First Trimester Ultrasound From the Rotterdam Periconception Cohort: Quantitative and Qualitative Evaluation of Artificial Intelligence

Wietske A P Bastiaansen, Stefan Klein, Batoul Hojeij, Eleonora Rubini, Anton H J Koning, Wiro Niessen, Régine P M Steegers-Theunissen, Melek Rousian

J Med Internet Res 2025 (Mar 31); 27:e60887

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Convolutional Neural Network Models for Visual Classification of Pressure Ulcer Stages: Cross-Sectional Study

Changbin Lei, Yan Jiang, Ke Xu, Shanshan Liu, Hua Cao, Cong Wang

JMIR Med Inform 2025 (Mar 25); 13:e62774

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Using Deep Learning to Perform Automatic Quantitative Measurement of Masseter and Tongue Muscles in Persons With Dementia: Cross-Sectional Study

Mahdi Imani, Miguel G Borda, Sara Vogrin, Erik Meijering, Dag Aarsland, Gustavo Duque

JMIR Aging 2025 (Mar 19); 8:e63686

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Exploring Curriculum Considerations to Prepare Future Radiographers for an AI-Assisted Health Care Environment: Protocol for Scoping Review

Chamandra Kammies, Elize Archer, Penelope Engel-Hills, Mariette Volschenk

JMIR Res Protoc 2025 (Mar 06); 14:e60431

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Effectiveness of AI for Enhancing Computed Tomography Image Quality and Radiation Protection in Radiology: Systematic Review and Meta-Analysis

Subo Zhang, Zhitao Zhu, Zhenfei Yu, Haifeng Sun, Yi Sun, Hai Huang, Lei Xu, Jinxin Wan

J Med Internet Res 2025 (Feb 27); 27:e66622

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A Risk Warning Model for Anemia Based on Facial Visible Light Reflectance Spectroscopy: Cross-Sectional Study

Yahan Zhang, Yi Chun, Hongyuan Fu, Wen Jiao, Jizhang Bao, Tao Jiang, Longtao Cui, Xiaojuan Hu, Ji Cui, Xipeng Qiu, Liping Tu, Jiatuo Xu

JMIR Med Inform 2025 (Feb 14); 13:e64204

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Large Language Models–Supported Thrombectomy Decision-Making in Acute Ischemic Stroke Based on Radiology Reports: Feasibility Qualitative Study

Jonathan Kottlors, Robert Hahnfeldt, Lukas Görtz, Andra-Iza Iuga, Philipp Fervers, Johannes Bremm, David Zopfs, Kai R Laukamp, Oezguer A Onur, Simon Lennartz, Michael Schönfeld, David Maintz, Christoph Kabbasch, Thorsten Persigehl, Marc Schlamann

J Med Internet Res 2025 (Feb 13); 27:e48328

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Diagnosis of Chronic Kidney Disease Using Retinal Imaging and Urine Dipstick Data: Multimodal Deep Learning Approach

Youngmin Bhak, Yu Ho Lee, Joonhyung Kim, Kiwon Lee, Daehwan Lee, Eun Chan Jang, Eunjeong Jang, Christopher Seungkyu Lee, Eun Seok Kang, Sehee Park, Hyun Wook Han, Sang Min Nam

JMIR Med Inform 2025 (Feb 07); 13:e55825

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Detection of Alzheimer Disease in Neuroimages Using Vision Transformers: Systematic Review and Meta-Analysis

Vivens Mubonanyikuzo, Hongjie Yan, Temitope Emmanuel Komolafe, Liang Zhou, Tao Wu, Nizhuan Wang

J Med Internet Res 2025 (Feb 05); 27:e62647

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Transformers for Neuroimage Segmentation: Scoping Review

Maya Iratni, Amira Abdullah, Mariam Aldhaheri, Omar Elharrouss, Alaa Abd-alrazaq, Zahiriddin Rustamov, Nazar Zaki, Rafat Damseh

J Med Internet Res 2025 (Jan 29); 27:e57723

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Enhancing Diagnostic Accuracy of Lung Nodules in Chest Computed Tomography Using Artificial Intelligence: Retrospective Analysis

Weiqi Liu, You Wu, Zhuozhao Zheng, Mark Bittle, Wei Yu, Hadi Kharrazi

J Med Internet Res 2025 (Jan 27); 27:e64649

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Large Language Model Approach for Zero-Shot Information Extraction and Clustering of Japanese Radiology Reports: Algorithm Development and Validation

Yosuke Yamagishi, Yuta Nakamura, Shouhei Hanaoka, Osamu Abe

JMIR Cancer 2025 (Jan 23); 11:e57275

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Discrimination of Radiologists' Experience Level Using Eye-Tracking Technology and Machine Learning: Case Study

Stanford Martinez, Carolina Ramirez-Tamayo, Syed Hasib Akhter Faruqui, Kal Clark, Adel Alaeddini, Nicholas Czarnek, Aarushi Aggarwal, Sahra Emamzadeh, Jeffrey R Mock, Edward J Golob

JMIR Form Res 2025 (Jan 22); 9:e53928

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