May 08, 2026 review Open access Bridging the gap: methodological challenges and innovations in systematic reviews of machine learning models in healthcare Frontiers in Artificial Intelligence DOI: 10.3389/frai.2026.1739192 Full text (OA) OpenAlex Authors 0 Author list not loaded yet. Cited by 0 stored of 0 References 4 Search Sort Most cited Newest Oldest Patent citations Title Any typearticle review book-chapter conference-paper preprint dissertation book dataset other Any fieldAgricultural and Biological Sciences Arts and Humanities Biochemistry, Genetics and Molecular Biology Business, Management and Accounting Chemical Engineering Chemistry Computer Science Decision Sciences Dentistry Earth and Planetary Sciences Economics, Econometrics and Finance Energy Engineering Environmental Science Health Professions Immunology and Microbiology Materials Science Mathematics Medicine Neuroscience Nursing Pharmacology, Toxicology and Pharmaceutics Physics and Astronomy Psychology Social Sciences Veterinary Open access TRIPOD+AI statement: updated guidance for reporting clinical prediction models that use regression or machine learning methods 2024 BMJ article Decision Sciences Meta-analysis and systematic reviews Open access cited by 3 patents 3,889 citations Prediction models for diagnosis and prognosis of covid-19: systematic review and critical appraisal 2020 BMJ review Medicine COVID-19 Clinical Research Studies Open access cited by 14 patents 3,076 citations External validation of prognostic models: what, why, how, when and where? 2020 Clinical Kidney Journal article Mathematics Statistical Methods in Epidemiology Open access 880 citations Availability of Evidence for Predictive Machine Learning Algorithms in Primary Care 2024 JAMA Network Open article Medicine Artificial Intelligence in Healthcare and Education Open access 32 citations 4 results