Tools, Programs and Algorithms

Machine-Learning Predictive Tool for the Individualized Prediction of Outcomes of Hematopoietic Cell Transplantation for Sickle Cell Disease: Registry-Based Study

Rajagopal Subramaniam Chandrasekar, Michael Kane, Lakshmanan Krishnamurti

JMIR AI 2025 (Sep 15); 4:e64519

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Using Machine Learning to Predict-Then-Optimize Elective Orthopedic Surgery Scheduling to Improve Operating Room Utilization: Retrospective Study

Johnathan R Lex, Aazad Abbas, Jacob Mosseri, Jay Singh Toor, Michael Simone, Bheeshma Ravi, Cari Whyne, Elias B Khalil

JMIR Med Inform 2025 (Sep 10); 13:e70857

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Biological Age Estimation From the Age Gap Using Deep Learning Integrating Morbidity and Mortality: Model Development and Validation Study

Seong-Eun Moon, Ji Won Yoon, Jae Hyun Bae, Shinyoung Joo, Yoo Hyung Kim, Bon Hyang Lee, Seokho Yoon, Haanju Yoo, Young Min Cho

J Med Internet Res 2025 (Sep 10); 27:e71592

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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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Automated Literature Screening for Hepatocellular Carcinoma Treatment Through Integration of 3 Large Language Models: Methodological Study

Chen Pan, Wei Lu, Bingliang Chen, Gang Zhang, Zhiming Yang, Jingcheng Hao

JMIR Med Inform 2025 (Sep 08); 13:e76252

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Detecting, Characterizing, and Mitigating Implicit and Explicit Racial Biases in Health Care Datasets With Subgroup Learnability: Algorithm Development and Validation Study

Faris Gulamali, Ashwin Shreekant Sawant, Lora Liharska, Carol Horowitz, Lili Chan, Ira Hofer, Karandeep Singh, Lynne Richardson, Emmanuel Mensah, Alexander Charney, David Reich, Jianying Hu, Girish Nadkarni

J Med Internet Res 2025 (Sep 04); 27:e71757

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Deep Learning Radiomics Model Based on Computed Tomography Image for Predicting the Classification of Osteoporotic Vertebral Fractures: Algorithm Development and Validation

Jiayi Liu, Lincen Zhang, Yousheng Yuan, Jun Tang, Yongkang Liu, Liang Xia, Jun Zhang

JMIR Med Inform 2025 (Aug 29); 13:e75665

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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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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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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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Deep Learning–Based Early Warning Systems in Hospitalized Patients at Risk of Code Blue Events and Length of Stay: Retrospective Real-World Implementation Study

Ji-hyun Kim, Eun Young Cho, Yuhyun Choi, Joo-Yun Won, Se Hee Cheon, Young Ae Kim, Ki-byung Lee, Kwang Joon Kim, Ho Gwan Kim, Taeyong Sim

JMIR Med Inform 2025 (Aug 22); 13:e72232

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Development and Implementation of a Birth Forecasting Tool to Optimize Resources in Obstetrical Care During the COVID-19 Pandemic: Mixed-Methods Study

Huibert-Jan Joosse, Karin Jongsma, Marcel Moes, Kitty W Bloemenkamp, Wouter M Tiel Groenestege, Wouter W van Solinge, Saskia Haitjema, Maarten B Kok

JMIR Pediatr Parent 2025 (Aug 22); 8:e68284

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Reporting Digital Health Implementations Based on the iCHECK-DH Guidelines and Checklist: Development of an Interactive Toolkit

Anuradha Liyanage, Shakira Irfaan, Loshan Moonesinghe, Kaushalya Kasturiaratchi, Caroline Perrin Franck, Rada Hussein

J Med Internet Res 2025 (Aug 08); 27:e74235

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Developing an Equitable Machine Learning–Based Music Intervention for Older Adults At Risk for Alzheimer Disease: Protocol for Algorithm Development and Validation

Chelsea S Brown, Luna Dziewietin, Virginia Partridge, Jennifer Rae Myers

JMIR Res Protoc 2025 (Aug 07); 14:e73711

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Estimating Nurse Workload Using a Predictive Model From Routine Hospital Data: Algorithm Development and Validation

Paul Meredith, Christina Saville, Chiara Dall’Ora, Tom Weeks, Sue Wierzbicki, Peter Griffiths

JMIR Med Inform 2025 (Jul 31); 13:e71666

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Data Collection for Automatic Depression Identification in Spanish Speakers Using Deep Learning Algorithms: Protocol for a Case-Control Study

Luis F Brenes, Luis A Trejo, Jose Antonio Cantoral-Ceballos, Daniela Aguilar-De León, Fresia Paloma Hernández-Moreno

JMIR Res Protoc 2025 (Jul 31); 14:e60439

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Federated Analysis With Differential Privacy in Oncology Research: Longitudinal Observational Study Across Hospital Data Warehouses

Théo Ryffel, Perrine Créquit, Maëlle Baillet, Jason Paumier, Yasmine Marfoq, Olivier Girardot, Thierry Chanet, Ronan Sy, Louise Bayssat, Julien Mazières, Vincent Vuiblet, Julien Ancel, Maxime Dewolf, François Margraff, Camille Bachot, Jacek Chmiel

JMIR Med Inform 2025 (Jul 31); 13:e59685

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Automating Colon Polyp Classification in Digital Pathology by Evaluation of a “Machine Learning as a Service” AI Model: Algorithm Development and Validation Study

David Beyer, Evan Delancey, Logan McLeod

JMIR Form Res 2025 (Jul 31); 9:e67457

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Capturing Real-World Habitual Sleep Patterns With a Novel User-Centric Algorithm to Preprocess Fitbit Data in the All of Us Research Program: Retrospective Observational Longitudinal Study

Hiral Master, Jeffrey Annis, Jack H Ching, Karla Gleichauf, Lide Han, Peyton Coleman, Kelsie M Full, Neil Zheng, Douglas Ruderfer, John Hernandez, Logan D Schneider, Evan L Brittain

J Med Internet Res 2025 (Jul 28); 27:e71718

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Autoencoder-Based Representation Learning for Similar Patients Retrieval From Electronic Health Records: Comparative Study

Deyi Li, Aditi Shukla, Sravani Chandaka, Bradley Taylor, Jie Xu, Mei Liu

JMIR Med Inform 2025 (Jul 24); 13:e68830

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