{"id":"W2778714020","doi":"10.1016/j.jsurg.2017.11.011","title":"Simulation-Based Laparoscopic Surgery Crisis Resource Management Training—Predicting Technical and Nontechnical Skills","year":2017,"lang":"en","type":"article","venue":"Journal of surgical education","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; St. Michael's Hospital; University of Toronto","funders":"","keywords":"Checklist; Medicine; Conscientiousness; Formative assessment; Psychology; Physical therapy; Personality; Big Five personality traits","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":[0.0007889076,0.0003218585,0.0002054411,0.0005686824,0.0001828568,0.000617468,0.0004049738,0.0006210352,0.002160734],"category_scores_gemma":[0.007894942,0.0001832425,0.0002660344,0.0001911597,0.0001853763,0.0006402117,0.0005324645,0.0004776967,0.0003287685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000360942,"about_ca_system_score_gemma":0.0007573969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002552162,"about_ca_topic_score_gemma":0.003365333,"domain_scores_codex":[0.9995908,0.0002019036,0.0000358779,0.00004815713,0.00006330728,0.0000599642],"domain_scores_gemma":[0.9970656,0.001461951,0.0003920693,0.0001135619,0.0003122723,0.0006544751],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001583905,0.002311112,0.9460117,0.00005401815,0.0001132048,0.0001122797,0.0003201601,0.01178312,0.00110495,0.0001809469,0.001247115,0.03517744],"study_design_scores_gemma":[0.0001783321,0.00397474,0.8184006,0.0001193171,0.0001205154,0.0005013258,0.001482839,0.1706301,0.002096372,0.0009661198,0.001472088,0.00005763166],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974509,0.00005540209,0.001009112,0.0001956903,0.00001818382,0.00004215999,0.0001153939,0.00002410635,0.001089099],"genre_scores_gemma":[0.9988236,0.00005404258,0.000758086,0.00002254384,0.000006259219,0.00002359946,0.0001440409,0.000001854392,0.0001658889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002552162,"threshold_uncertainty_score":0.007228374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03840745376359556,"score_gpt":0.3575721888410045,"score_spread":0.3191647350774089,"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."}}