{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007823092,0.000108157,0.0002918584,0.0001355758,0.00002747509,0.000001629818,0.00006293959,0.0001616331,0.0008676284],"category_scores_gemma":[0.0007313039,0.00007633131,0.00003270328,0.000373691,0.00006809168,0.00005261926,0.00001312508,0.0004141932,0.0002972433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005368641,"about_ca_system_score_gemma":0.00008719508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003167037,"about_ca_topic_score_gemma":9.80414e-7,"domain_scores_codex":[0.9986393,0.00005010599,0.0003432084,0.0002167432,0.0005302182,0.000220382],"domain_scores_gemma":[0.9987285,0.0001733624,0.00003394311,0.000145028,0.0001083696,0.0008107608],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01489747,0.0002147132,0.06331256,0.0003819143,0.0003942326,0.00638687,0.1498297,0.001346657,0.005086197,0.09452911,0.3741917,0.2894289],"study_design_scores_gemma":[0.02551247,0.001592768,0.01020087,0.0009258838,0.0001941161,0.0008086243,0.004902446,0.001535192,0.0004745246,0.006150007,0.9473734,0.0003297282],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7903311,0.0009035796,0.001577546,0.08661921,0.0004353456,0.0004256744,0.000001172693,0.0002301156,0.1194763],"genre_scores_gemma":[0.9891087,0.00005322234,0.0001195683,0.006966163,0.001315009,0.00000899481,0.00002547556,0.00001396774,0.002388923],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5731817,"threshold_uncertainty_score":0.9499923,"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."}}