{"id":"W4220786801","doi":"10.1016/j.clineuro.2022.107217","title":"Peripheral nerve surgical competency in plastic surgery and neurosurgery residents","year":2022,"lang":"en","type":"article","venue":"Clinical Neurology and Neurosurgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; University of Alberta","funders":"","keywords":"Medicine; Neurosurgery; Competence (human resources); Peripheral nerve; Plastic surgery; Accreditation; Peripheral; Neurology; Surgery; Medical education; Internal medicine; Psychiatry; Psychology","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":[0.002336579,0.0001550949,0.0001672778,0.0008421868,0.001391478,0.001743464,0.000605994,0.0006635095,0.01458262],"category_scores_gemma":[0.01565021,0.0001745976,0.0002179295,0.0003520019,0.0008071878,0.001133869,0.002447073,0.00112654,0.001359947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001411594,"about_ca_system_score_gemma":0.006419033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006368665,"about_ca_topic_score_gemma":0.01872239,"domain_scores_codex":[0.99819,0.0004337212,0.00007905071,0.0001192001,0.0005151142,0.0006629631],"domain_scores_gemma":[0.9888278,0.001992089,0.001345844,0.000146817,0.001611909,0.006075675],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001948102,0.001559767,0.87011,0.0002320036,0.00002997896,0.001025851,0.009522994,0.0004090515,0.000907465,0.001595595,0.01536794,0.09904448],"study_design_scores_gemma":[0.00002630875,0.0007193352,0.9467923,0.0004956173,0.00001568137,0.002353424,0.03388176,0.0008193057,0.000676101,0.001738927,0.01245387,0.00002746376],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9754769,0.0005842788,0.0001843113,0.002926676,0.0001465919,0.00003875999,0.00008262185,0.00000912262,0.02055073],"genre_scores_gemma":[0.9955895,0.0004245855,0.0002594866,0.0007462022,0.00003392527,0.00002218047,0.00007944512,0.000005245364,0.002839372],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01458262,"threshold_uncertainty_score":0.04878378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06376532688645252,"score_gpt":0.3371273998411136,"score_spread":0.2733620729546611,"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."}}