{"id":"W2033737638","doi":"10.1177/155335060501200110","title":"Effective Training and Assessment of Surgical Skills, and the Correlates of Performance","year":2005,"lang":"en","type":"article","venue":"Surgical Innovation","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Wilson Centre; University of Toronto","funders":"","keywords":"Medicine; Curriculum; Medical education; Medical physics; Physical therapy; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008867182,0.00008073793,0.0003069371,0.00009235683,0.00004693344,0.000006212818,0.00002054488,0.00006925625,0.00007493375],"category_scores_gemma":[0.00008195709,0.00004880807,0.00003281719,0.0004469205,0.0002995711,0.00007346376,0.00002196632,0.0001868152,4.898471e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001369856,"about_ca_system_score_gemma":0.00002574378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002326258,"about_ca_topic_score_gemma":3.166217e-7,"domain_scores_codex":[0.9991215,0.0000642717,0.0003903532,0.0001227913,0.0002028848,0.00009823329],"domain_scores_gemma":[0.998696,0.0008987413,0.0001413003,0.00007069726,0.000162299,0.00003094627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005925135,0.0002071512,0.1883859,0.00008941768,0.00008558248,0.000008564622,0.0009362426,0.0002360647,0.00005746851,0.1830346,0.000002928678,0.6263636],"study_design_scores_gemma":[0.03020942,0.0004853074,0.8522071,0.0002967559,0.00009426549,0.0001855534,0.0002834662,0.08285085,0.0008136879,0.000510386,0.03189944,0.0001637619],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9833794,0.0001434054,0.0000841006,0.0006180487,0.00003051979,0.0002602217,0.000001414412,0.0000146327,0.01546829],"genre_scores_gemma":[0.9993274,0.0001409423,0.0003252584,0.00004531938,0.0000644386,0.000009777575,0.00001408576,0.000005649205,0.00006708874],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6638212,"threshold_uncertainty_score":0.1990335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02174949871391498,"score_gpt":0.3289279965327693,"score_spread":0.3071784978188543,"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."}}