{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007984547,0.0002443806,0.0003044891,0.00003653835,0.0001804576,0.000021721,0.00004582243,0.0001485413,0.00001674611],"category_scores_gemma":[0.0001871522,0.0001317616,0.00006256293,0.00004225939,0.0000274239,0.00001683754,0.00001293502,0.0001863928,0.000015876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004128413,"about_ca_system_score_gemma":0.00002033213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004694958,"about_ca_topic_score_gemma":0.00001043658,"domain_scores_codex":[0.9992552,0.00003361006,0.0001164524,0.0002279078,0.0001743231,0.000192441],"domain_scores_gemma":[0.9994028,0.0001953544,0.0001011535,0.0001398901,0.00002806714,0.0001327551],"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":[0.001473249,0.001744748,0.009364287,0.001739507,0.001798559,0.00004212162,0.1270794,5.149487e-7,0.01368066,0.0005991937,0.01553455,0.8269432],"study_design_scores_gemma":[0.00288405,0.003225399,0.9509409,0.001157768,0.0002540016,9.163292e-7,0.007209837,0.00007957192,0.01341107,0.0001743528,0.02021943,0.000442724],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931008,0.0008896467,2.637992e-7,0.0006118776,0.0001768723,0.0005617418,0.000009751775,0.00002524229,0.00462376],"genre_scores_gemma":[0.9733131,0.0004380548,0.000007501802,0.0003074459,0.000119115,0.00002648992,0.000245972,0.00003798688,0.02550433],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9415766,"threshold_uncertainty_score":0.5373083,"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."}}