Data Science

Creation and Implementation of an Electronic Sexual Assault Record at the Geneva University Hospital

Sara Cottler-Casanova, Laurène Rimondi, Monique Lamuela Naulin, Tony Fracasso, Jasmine Abdulcadir

JMIR Med Inform 2025 (Nov 20); 13:e66764

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Assessing Data Quality in Heterogeneous Health Care Integration: Simulation Study of the AIDAVA Framework

Jens Declerck, Ömer Durukan Kılıç, Ensar Emir Erol, Shervin Mehryar, Dipak Kalra, Isabelle de Zegher, Remzi Celebi

JMIR Med Inform 2025 (Nov 12); 13:e75275

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Cluster-Based Predictive Modeling of User Ratings for Physical Activity Apps Using Mobile App Rating Scale (MARS) Dimensions: Model Development and Validation

Ayush Bhattacharya, Jose Fernando Florez-Arango

JMIR Mhealth Uhealth 2025 (Nov 06); 13:e70987

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Preprocessing Large-Scale Conversational Datasets: A Framework and Its Application to Behavioral Health Transcripts

Paz Mor Naim, Shiri Sadeh-Sharvit, Samuel Jefroykin, Eddie Silber, Dennis P Morrison, Ariel Goldstein

JMIR Form Res 2025 (Oct 24); 9:e78082

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Machine Learning Applications in Population and Public Health: Guidelines for Development, Testing, and Implementation

Andrew D Pinto, Sharon Birdi, Steve Durant, Roxana Rabet, Rahul Parekh, Shehzad Ali, David Buckeridge, Marzyeh Ghassemi, Jennifer Gibson, Ava John-Baptiste, Jillian Macklin, Melissa D McCradden, Kwame McKenzie, Parisa Naraei, Akwasi Owusu-Bempah, Laura C Rosella, James Shaw, Ross Upshur, Sharmistha Mishra

JMIR Public Health Surveill 2025 (Oct 24); 11:e68952

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Experiences of Health Research Data Sharing Among Researchers in Sub-Saharan Africa: Cross-Sectional Study

Felix Sukums, Bernard Ngowi, Rebecca Chaula, Kim L Weiszhar, Akili Kalinga, Olena Ivanova, Clarissa Prazeres da Costa, Achim Hoerauf, Sundeep Sahay, Emilia Virginia Noormahomed, Linda B Debrah, Chummy Sikasunge, Helena Ngowi, Andrea S Winkler

JMIR Form Res 2025 (Oct 23); 9:e69411

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Assessing Large Language Models in Building a Structured Dataset From AskDocs Subreddit Data: Methodological Study

Quinn Snell, Chase Westhoff, John Westhoff, Ethan Low, Carl L Hanson, E Shannon Neeley Tass

J Med Internet Res 2025 (Oct 22); 27:e74094

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DermaDashboard: Bridging the Gap Between FHIR Standards and Clinical Usability

Katarzyna Borys, Eva Maria Hartmann, Ahmad Idrissi-Yaghir, Elisabeth Livingstone, Georg Lodde, Cynthia Sabrina Schmidt, Philipp Winnekens, Christoph M Friedrich, René Hosch, Felix Nensa

JMIR Cancer 2025 (Oct 22); 11:e73691

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Privacy-by-Design Approach to Generate Two Virtual Clinical Trials for Multiple Sclerosis and Release Them as Open Datasets: Evaluation Study

Stanislas Demuth, Olivia Rousseau, Igor Faddeenkov, Julien Paris, Jérôme De Sèze, Béatrice Baciotti, Marianne Payet, Morgan Guillaudeux, Alban-Félix Barreteau, David Laplaud, Gilles Edan, Pierre-Antoine Gourraud

J Med Internet Res 2025 (Oct 01); 27:e71297

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Synthetic Tabular Data Generation Under Horizontal Federated Learning Environments in Acute Myeloid Leukemia: Case-Based Simulation Study

Imanol Isasa, Mikel Catalina, Gorka Epelde, Naiara Aginako, Andoni Beristain

JMIR Med Inform 2025 (Sep 29); 13:e74116

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Development of a Recommendation Engine to University Student Mental Health Support Aligned With Stepped Care: Longitudinal Cohort Study

Pedro Velmovitsky, Charles Keown-Stoneman, Kaylen J Pfisterer, Julia Hews-Girard, Joseph Saliba, Shumit Saha, Scott Patten, Nathan King, Anne Duffy, Quynh Pham

J Med Internet Res 2025 (Sep 17); 27:e72669

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Development of a Data-Based Method for Predicting Nursing Workload in an Acute Care Hospital: Methodological Study

Mark McMahon, Sylvie Plate, Tobias Herz, Gabi Brenner, Michael Kleinknecht-Dolf, Michael Krauthammer

J Med Internet Res 2025 (Sep 16); 27:e66667

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Toward Data-Informed Care in Long-Term Care: Qualitative Analysis

Suleyman Bouchmal, Katya YJ Sion, Jan PH Hamers, Sil Aarts

JMIR Aging 2025 (Sep 12); 8:e69423

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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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Health Indicators as Measures of Individual Health Status, Their Perceived Importance, and Associated Factors: Cross-Sectional Observational Study

Temiloluwa Sokoya, Yuchun Zhou, Sebastian Diaz, Timothy D Law, Lina Himawan, Francisca Lekey, Lu Shi, Sarah F Griffin, Ronald W Gimbel, Xia Jing

JMIR Public Health Surveill 2025 (Sep 08); 11:e65616

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Association of Qualified Clinical Data Registry Clinician Dashboard Engagement With Performance on Quality-of-Care Measures: Cross-Sectional Analysis

Emma Kersey, Jing Li, Julia Adler-Milstein, Jinoos Yazdany, Stephen Shiboski, Gabriela Schmajuk

J Med Internet Res 2025 (Sep 04); 27:e72709

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Systemic Anticancer Therapy Timelines Extraction From Electronic Medical Records Text: Algorithm Development and Validation

Jiarui Yao, Eli Goldner, Harry Hochheiser, Sean Finan, John Levander, David Harris, Piet C de Groen, Elizabeth Buchbinder, Danielle Bitterman, Jeremy L Warner, Guergana Savova

JMIR Bioinform Biotech 2025 (Sep 03); 6:e67801

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Bayesian Network Analysis of Intervention-Induced Physical Activity Behavior Change: Comparative Modeling Study Across Age, Education, and Activity Impairment Subgroups

Simone Catharina Maria Wilhelmina Tummers, Arjen Hommersom, Lilian Lechner, Roger Bemelmans, Catherine Adriana Wilhelmina Bolman

Online J Public Health Inform 2025 (Sep 03); 17:e57977

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Comparing Multiple Imputation Methods to Address Missing Patient Demographics in Immunization Information Systems: Retrospective Cohort Study

Sara Brown, Ousswa Kudia, Kaye Kleine, Bryndan Kidd, Robert Wines, Nathanael Meckes

JMIR Public Health Surveill 2025 (Aug 26); 11:e73916

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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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