Data Science

Articles published in 2025 in this theme: 83 (scroll down to load remaining articles)

2025

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Assessing the Impact of the Quality of Textual Data on Feature Representation and Machine Learning Models: Quantitative Study Using Large Language Models

Tabinda Sarwar, Antonio José Jimeno Yepes, Lawrence Cavedon

J Med Internet Res 2025 (Dec 30); 27:e73325

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Scalable Big Data Platform With End-to-End Traceability for Health Data Monitoring in Older Adults: Development and Performance Evaluation

Ander Cejudo, Yone Tellechea, Amaia Calvo, Aitor Almeida, Cristina Martín, Andoni Beristain

JMIR Med Inform 2025 (Dec 22); 13:e81701

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Knowledge and Recommendations of Stakeholders Regarding Ethical Oversight of Data Science Health Research: Protocol for a Qualitative Study

Clement Adebamowo, Adeola Akintola, Oluchi C Maduka, Peter Ikhane, Ayodele Jegede, Shawneequa Callier, Simisola Akintola, Temidayo Ogundiran, Olusegun Adeyemo, Sally N Adebamowo, BridgELSI Project as part of the DS-I Africa Consortium

JMIR Res Protoc 2025 (Dec 18); 14:e78557

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Data Visualization Support for Interdisciplinary Team Treatment Planning in Clinical Oncology: Scoping Review

Dominik Boehm, Cosima Strantz, Arsenij Ustjanzew, Iryna Manuilova, Alexander Scheiter, Thomas Pauli, Nicole Hechtel, Niklas Reimer, Jan Christoph, Hauke Busch, Thomas Ganslandt, Philipp Unberath

J Med Internet Res 2025 (Dec 09); 27:e69104

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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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