{"id":"W4212888007","doi":"10.1503/cmaj.202400","title":"A systematic review of evidence-based practices for clinical education and health care delivery in the clinical teaching unit","year":2022,"lang":"en","type":"review","venue":"Canadian Medical Association Journal","topic":"Innovations in Medical Education","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Microsemi (Canada); University of British Columbia","funders":"","keywords":"Medicine; Staffing; Health care; Confidence interval; Workload; MEDLINE; Hospital medicine; Psychological intervention; Nursing; Family medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05940304,0.002174251,0.009691848,0.02313322,0.00176813,0.006344351,0.003779783,0.003126853,0.00434803],"category_scores_gemma":[0.2375101,0.001874245,0.01057003,0.02188097,0.002117167,0.005975372,0.003636137,0.002738266,0.0005411892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0140004,"about_ca_system_score_gemma":0.04935779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01652717,"about_ca_topic_score_gemma":0.04276351,"domain_scores_codex":[0.9099385,0.03812723,0.03408151,0.003605078,0.01314742,0.001100401],"domain_scores_gemma":[0.8108936,0.1309764,0.03300937,0.003704548,0.01987251,0.001543752],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001031499,0.00001788697,0.0009321086,0.9486443,0.005387074,0.00008418431,0.0007488289,0.0001109187,0.00008813811,0.0005021094,0.001559354,0.04182193],"study_design_scores_gemma":[0.00009008547,0.0000539533,0.00137842,0.9739644,0.01558338,0.00008822594,0.0003567142,0.00005521528,0.00008917029,0.000213793,0.008106757,0.00001981117],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001977213,0.9904241,0.001203789,0.001339836,0.0003618455,0.002695703,0.0009984589,0.00003018972,0.0009687452],"genre_scores_gemma":[0.03235354,0.9523546,0.007768085,0.001186688,0.0001315474,0.005418642,0.0005797956,0.00001966327,0.0001873714],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.05940304,"threshold_uncertainty_score":0.314157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3745449776751507,"score_gpt":0.5832626675234591,"score_spread":0.2087176898483085,"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."}}