{"id":"W2937851360","doi":"10.1016/j.jsurg.2019.03.020","title":"Perceived Barriers to the Development of Technical Skill Proficiency in Surgical Clerkship","year":2019,"lang":"en","type":"article","venue":"Journal of surgical education","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre; Western University; University of Alberta; University of Calgary","funders":"","keywords":"Medical education; Accreditation; Psychological intervention; Medicine; Set (abstract data type); Psychology; Nursing; Computer 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001286984,0.0000982169,0.0003378093,0.0002182465,0.00004072935,0.00001168556,0.0001343471,0.00009612429,0.001052868],"category_scores_gemma":[0.0003952533,0.00005864049,0.0001354526,0.0005086084,0.00004262149,0.00007755774,0.00002443147,0.0003618253,0.00003431855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001664915,"about_ca_system_score_gemma":0.001251234,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002972384,"about_ca_topic_score_gemma":0.000002544267,"domain_scores_codex":[0.998222,0.00009434824,0.0008405074,0.0001337848,0.000530289,0.0001790539],"domain_scores_gemma":[0.9986975,0.0003213867,0.0002158362,0.0001367243,0.0002740007,0.0003545967],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004897598,0.003494809,0.7100469,0.0002146781,0.0001170706,0.0001454978,0.01989813,0.001623784,0.002325598,0.004558932,0.0005260674,0.2521509],"study_design_scores_gemma":[0.003116258,0.0002958617,0.8813965,0.0003949833,0.00002270144,0.0003087051,0.003527591,0.0001230176,0.000259495,0.00004892425,0.1103904,0.0001156023],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9813241,0.00008797064,0.00001643845,0.002603772,0.0003309101,0.0003192813,2.974993e-7,0.000006583886,0.01531067],"genre_scores_gemma":[0.9984872,0.00001404393,0.0008571071,0.0001775737,0.0001552975,0.000006217757,0.000002617773,0.000008546166,0.0002914127],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2520353,"threshold_uncertainty_score":0.9998603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02455808731649702,"score_gpt":0.3406502209147947,"score_spread":0.3160921335982977,"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."}}