{"id":"W2626392471","doi":"10.1016/j.jsurg.2017.05.013","title":"The Performance Gap for Residents in Transfer of Intracorporeal Suturing Skills From Box Trainer to Operating Room","year":2017,"lang":"en","type":"article","venue":"Journal of surgical education","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Aix-Marseille Université","keywords":"Checklist; Trainer; Medicine; Observational study; Residency training; Patient care; Tertiary care; General surgery; Surgery; Medical education; Nursing; Psychology; Continuing education","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":[],"consensus_categories":[],"category_scores_codex":[0.0007646289,0.00007494265,0.000243313,0.00007651294,0.0001598968,0.00005570556,0.0001327194,0.00005560495,0.00005245685],"category_scores_gemma":[0.000346484,0.00004696217,0.0001073358,0.00005815617,0.00003232636,0.0001959026,0.000009447053,0.0001908076,0.000001181341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005231593,"about_ca_system_score_gemma":0.0002044005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006135258,"about_ca_topic_score_gemma":0.000020153,"domain_scores_codex":[0.9989165,0.00003204441,0.0005757374,0.00009095613,0.0002501208,0.0001346061],"domain_scores_gemma":[0.9988968,0.0004181831,0.0001897475,0.0001396056,0.0002232445,0.0001323922],"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":[0.002588966,0.001041882,0.3156234,0.0001059638,0.0001206302,0.00003286669,0.004877846,0.002007483,0.002251739,0.0009673449,0.0003020518,0.6700798],"study_design_scores_gemma":[0.00482468,0.0002744068,0.9787629,0.0007936864,0.00004455922,0.0000387276,0.0005180748,0.001123579,0.003687605,0.0002422343,0.009598591,0.00009097918],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994286,0.00009578872,0.00009998464,0.003224468,0.0005302153,0.0001975135,0.000002113692,0.000002425806,0.00156151],"genre_scores_gemma":[0.9980812,0.0001124819,0.0007435384,0.00009883989,0.0008011514,0.000006828441,0.00000448148,0.000008922763,0.000142522],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6699888,"threshold_uncertainty_score":0.1915062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03249832312105459,"score_gpt":0.3490164433921113,"score_spread":0.3165181202710567,"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."}}