{"id":"W4385715240","doi":"10.1186/s12909-023-04520-w","title":"Online case-based learning in medical education: a scoping review","year":2023,"lang":"en","type":"review","venue":"BMC Medical Education","topic":"Problem and Project Based Learning","field":"Social Sciences","cited_by":95,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Northern British Columbia; University of British Columbia","funders":"University of British Columbia","keywords":"Facilitator; Critical appraisal; Medical education; Psychology; Observational study; Medicine; Computer science; Alternative medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.009510865,0.0003596732,0.001403726,0.0005464921,0.0004580162,0.00008059853,0.0007016795,0.0009305663,0.005828673],"category_scores_gemma":[0.07854861,0.0003293156,0.0003394088,0.002514,0.0002409722,0.0001373899,0.00008974584,0.001906616,0.0003851764],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005840352,"about_ca_system_score_gemma":0.2689414,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003437039,"about_ca_topic_score_gemma":0.02291687,"domain_scores_codex":[0.9911337,0.004190099,0.001456481,0.0006772658,0.001955843,0.0005866256],"domain_scores_gemma":[0.9949393,0.002932238,0.0006720985,0.0003461473,0.0001939207,0.000916262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[8.619812e-7,0.0003160792,0.00003892189,0.1313309,0.000006839371,0.00005034789,0.0003022594,5.744106e-7,2.677001e-10,0.0003830809,0.004091788,0.8634783],"study_design_scores_gemma":[0.00006837195,0.00001119698,0.00000109972,0.477215,0.00009501616,0.00007562949,0.0003163057,0.00002823006,1.562741e-9,0.00002364905,0.5219681,0.0001974136],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000003573676,0.9890538,0.0001169479,0.00440334,0.00181864,0.00215309,0.000002314125,0.0002473068,0.002201017],"genre_scores_gemma":[0.000001731651,0.9900026,0.000846327,0.003293714,0.002300639,0.001138808,0.0006690124,0.00006576292,0.001681384],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8632809,"threshold_uncertainty_score":0.9999159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1490895274509531,"score_gpt":0.5250661136421575,"score_spread":0.3759765861912043,"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."}}