{"id":"W4411084862","doi":"10.2196/69979","title":"Recommender Systems in Health Professions Education: Protocol for a Scoping Review","year":2025,"lang":"en","type":"review","venue":"JMIR Research Protocols","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Protocol (science); Medical education; Medicine; Computer science; Alternative medicine; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.07868963,0.005076026,0.01532695,0.02034573,0.005303037,0.008729748,0.004914039,0.008422151,0.1009291],"category_scores_gemma":[0.1049977,0.005004699,0.01706785,0.01707984,0.004670592,0.008866686,0.007231949,0.007605257,0.01683429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01423954,"about_ca_system_score_gemma":0.06611498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006347932,"about_ca_topic_score_gemma":0.01283797,"domain_scores_codex":[0.9634982,0.01400994,0.01288179,0.002974604,0.00464272,0.001992837],"domain_scores_gemma":[0.9137966,0.02937128,0.01512227,0.007612091,0.03099004,0.003107674],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.006160507,0.0005109203,0.0007623341,0.8347955,0.001676632,0.001096583,0.002985165,0.001461694,0.002244168,0.005957752,0.07056804,0.07178061],"study_design_scores_gemma":[0.01385975,0.002028756,0.004102076,0.5700549,0.004009531,0.0006668848,0.003911215,0.001084125,0.0021052,0.009614237,0.3880444,0.0005188441],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0002327219,0.001412811,0.001107134,0.0003819922,0.0003184124,0.9926099,0.00322106,0.00007110226,0.0006448033],"genre_scores_gemma":[0.0002014391,0.001027614,0.002643535,0.000151148,0.00002792909,0.9951442,0.0004353758,0.000008515145,0.0003602173],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1009291,"threshold_uncertainty_score":0.4161555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8777938046018677,"score_gpt":0.8039649818212309,"score_spread":0.07382882278063685,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}