{"id":"W2049796063","doi":"10.1097/acm.0000000000000680","title":"Transition to Surgical Residency","year":2015,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":105,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Transition (genetics); MEDLINE; Medical education; Family medicine; Medicine; Political science; Genetics; Biology","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":[0.0008705715,0.0001825066,0.0001213481,0.0003103172,0.001062398,0.0007594476,0.0003346376,0.0004394209,0.01439541],"category_scores_gemma":[0.00413013,0.0001169897,0.0002174675,0.0001840885,0.0002376582,0.0004380354,0.001208422,0.0008540583,0.00193421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007812458,"about_ca_system_score_gemma":0.003757335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002912056,"about_ca_topic_score_gemma":0.0106156,"domain_scores_codex":[0.9995845,0.00005657252,0.0000225778,0.00003784598,0.00008226262,0.000216321],"domain_scores_gemma":[0.9960825,0.0002095499,0.0004596465,0.00006668123,0.0005503547,0.002631207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003493913,0.001777191,0.7225766,0.0003498094,0.00003306133,0.0008811362,0.003836232,0.0002725935,0.002595992,0.0005618382,0.03741902,0.2293471],"study_design_scores_gemma":[0.00005071986,0.002379925,0.9315735,0.0003614424,0.00002192829,0.001775621,0.01463525,0.0003103986,0.001015498,0.0004498614,0.04740163,0.00002415952],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.982492,0.0007693298,0.0003411358,0.00397065,0.000273038,0.0002038477,0.0003767878,0.0000701336,0.01150304],"genre_scores_gemma":[0.989358,0.0006550644,0.001111887,0.001658604,0.00007864766,0.0001193853,0.0004985036,0.00001018464,0.0065097],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01439541,"threshold_uncertainty_score":0.04815745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.12419929415665,"score_gpt":0.3989506070662058,"score_spread":0.2747513129095558,"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."}}