{"id":"W2948890406","doi":"10.1016/j.jsurg.2019.05.013","title":"Video-Based Assessment in Surgical Education: A Scoping Review","year":2019,"lang":"en","type":"review","venue":"Journal of surgical education","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":70,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; University of Toronto","funders":"","keywords":"Formative assessment; Objectivity (philosophy); Medical education; Multimedia; Computer science; Medicine; Medical physics; Psychology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.005373819,0.001270008,0.004915709,0.009084377,0.0005747218,0.003314202,0.002109475,0.002651681,0.004820656],"category_scores_gemma":[0.01864565,0.00076973,0.003370772,0.008954176,0.001091892,0.002890014,0.001711363,0.001689955,0.0006247134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001839055,"about_ca_system_score_gemma":0.006587821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009275516,"about_ca_topic_score_gemma":0.02011973,"domain_scores_codex":[0.9970722,0.0006934484,0.001020459,0.0003929426,0.0007019565,0.0001189394],"domain_scores_gemma":[0.9843413,0.01251247,0.001646024,0.0001689692,0.001155267,0.0001758685],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001757677,0.0000718615,0.0005966201,0.5330718,0.001946471,0.0001164894,0.0002045333,0.0002009175,0.0002521295,0.0006027388,0.005507136,0.4572535],"study_design_scores_gemma":[0.0001470828,0.0002023488,0.003522501,0.8826277,0.01539189,0.0007925253,0.0005069768,0.0001923568,0.0002360431,0.0007569605,0.09555843,0.00006523878],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00008496973,0.9995837,0.00004543074,0.000060244,0.00005703135,0.00001888667,0.00002682615,0.000001958686,0.000121091],"genre_scores_gemma":[0.0009911109,0.9985655,0.0001822087,0.0001238564,0.00003731561,0.0000236054,0.00002647593,0.000001278316,0.00004877849],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9946262,"threshold_uncertainty_score":0.02841979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1231234184399447,"score_gpt":0.4983492329914567,"score_spread":0.375225814551512,"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."}}