{"id":"W2129940854","doi":"10.1016/j.jamcollsurg.2003.08.020","title":"Relationship between objective assessment of technical skills and subjective in-training evaluations in surgical residents","year":2003,"lang":"en","type":"article","venue":"Journal of the American College of Surgeons","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":155,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Concurrent validity; Medical physics; Physical therapy; Psychometrics; Clinical 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004986647,0.000290074,0.0002448885,0.001036018,0.0001908428,0.0006850237,0.0003153969,0.0003465566,0.001254231],"category_scores_gemma":[0.04295516,0.000175118,0.0002251927,0.0004548036,0.0005959933,0.0005219994,0.0007967732,0.0003873391,0.0002128817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003069279,"about_ca_system_score_gemma":0.000286318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007338148,"about_ca_topic_score_gemma":0.001124052,"domain_scores_codex":[0.9949399,0.002027716,0.0006648178,0.0003071401,0.001792934,0.0002675359],"domain_scores_gemma":[0.9425338,0.02686032,0.01889052,0.001335509,0.007518378,0.002861501],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001292013,0.00006419773,0.9944298,0.00002804147,0.00004873493,0.00002957897,0.0002442603,0.00008683898,0.0002738057,0.00001167505,0.00006925098,0.004584672],"study_design_scores_gemma":[0.000005460271,0.0004570652,0.9980767,0.00001289077,0.00001514194,0.0002236119,0.000288884,0.0004419935,0.0003067161,0.00002278752,0.0001417933,0.000006990343],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998638,0.0001308383,0.0004655857,0.0000230177,0.000008638035,0.00001318658,0.0000318972,0.000005886703,0.0006828161],"genre_scores_gemma":[0.9994482,0.00004823672,0.0002886193,0.00001555563,0.000008982448,0.00001406235,0.00006426195,0.000003060475,0.0001090455],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004986647,"threshold_uncertainty_score":0.02637219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04556634841595349,"score_gpt":0.3828702204317748,"score_spread":0.3373038720158213,"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."}}