{"id":"W2984719061","doi":"10.1097/acm.0000000000003056","title":"The Effective Use of Videos in Medical Education","year":2019,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Medical education; MEDLINE; Medicine; Psychology; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.005286755,0.0003442708,0.0001852399,0.001729898,0.0007151663,0.002296582,0.0006216784,0.001460579,0.009318443],"category_scores_gemma":[0.06420658,0.0001659049,0.0002590142,0.0006157646,0.0005330068,0.003462897,0.001315336,0.0009274075,0.0008505025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009812551,"about_ca_system_score_gemma":0.001831629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001442162,"about_ca_topic_score_gemma":0.003743469,"domain_scores_codex":[0.9921102,0.005477251,0.0002366089,0.0001778946,0.001606824,0.000391259],"domain_scores_gemma":[0.9411101,0.04636111,0.004357188,0.001414759,0.003056929,0.003699855],"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":[0.0005888494,0.001906438,0.03584199,0.001202491,0.00009543992,0.0006974522,0.005290957,0.0004975772,0.003606507,0.005382936,0.02155811,0.9233311],"study_design_scores_gemma":[0.001202069,0.01035226,0.4772206,0.01592752,0.0009547523,0.009604695,0.03756279,0.01240254,0.02024565,0.02889628,0.3852072,0.0004236569],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.7364082,0.01975087,0.01613827,0.03001516,0.002452649,0.0005560423,0.0006309859,0.0004794785,0.1935682],"genre_scores_gemma":[0.976018,0.005782003,0.009916577,0.001627148,0.0007556984,0.0001552575,0.0001527284,0.00006048644,0.005532168],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.009318443,"threshold_uncertainty_score":0.03117329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01589251174774344,"score_gpt":0.3844903442292378,"score_spread":0.3685978324814944,"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."}}