{"id":"W2940555317","doi":"","title":"The Physician Trainee Environment and its Associated Effects on Trainees and their Patients","year":2018,"lang":"en","type":"dissertation","venue":"TSpace","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Hospital for Sick Children","keywords":"Medical education; Medicine; Psychology; Family medicine; Mathematics education","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001278631,0.0001230687,0.0001495171,0.0003576419,0.0007325547,0.0008270335,0.0002426073,0.0003252107,0.01081426],"category_scores_gemma":[0.00944843,0.00009997797,0.0002254591,0.0003534637,0.0004595625,0.0003419177,0.001043114,0.0006259937,0.0007650275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007645003,"about_ca_system_score_gemma":0.001563626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003984673,"about_ca_topic_score_gemma":0.005304156,"domain_scores_codex":[0.9978868,0.001116873,0.00008434151,0.000119019,0.000304021,0.000488819],"domain_scores_gemma":[0.9899853,0.002544325,0.003562357,0.0002303091,0.0006867581,0.002990865],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001720315,0.0002938338,0.9770564,0.00004831275,0.00003386991,0.0001473718,0.000953588,0.0000698256,0.000178425,0.00005157782,0.001067857,0.01992686],"study_design_scores_gemma":[0.000006330451,0.0003163254,0.9964696,0.00003981389,0.00000989921,0.0002189752,0.001852753,0.0000510477,0.00008802966,0.00003175384,0.0009102789,0.00000510542],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942416,0.0004325834,0.0001329536,0.001149993,0.00001940579,0.00001792018,0.0001592908,0.00001048715,0.003835781],"genre_scores_gemma":[0.9989672,0.0002371812,0.00009617696,0.0001402168,0.00003902226,0.00001108704,0.00007045952,0.000002888388,0.0004358652],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01081426,"threshold_uncertainty_score":0.03617728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007029557883169159,"score_gpt":0.2689805081670185,"score_spread":0.2619509502838493,"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."}}