{"id":"W2005138733","doi":"10.1176/appi.ap.12110190","title":"Changes in Residency Training Over the Past Quarter-Century: Reflections of a Longtime Program Director","year":2013,"lang":"en","type":"article","venue":"Academic Psychiatry","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Residency training; Training (meteorology); Medical education; Psychology; Program director; Medicine; History; Geography; Continuing education; Archaeology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000197083,0.0001457025,0.0002719314,0.0001528378,0.00006747564,0.000008798447,0.0001568673,0.0001961238,0.0004017099],"category_scores_gemma":[0.00009176305,0.00008945655,0.00009351347,0.0004786796,0.00007377576,0.00009015407,0.00003277167,0.0006811374,0.00003709552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003596959,"about_ca_system_score_gemma":0.0001681705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001653726,"about_ca_topic_score_gemma":0.000198324,"domain_scores_codex":[0.9988281,0.00004942021,0.0003440015,0.0002209337,0.0002076397,0.0003499703],"domain_scores_gemma":[0.9993443,0.00007146322,0.0001219396,0.0002762875,0.00003438345,0.0001515913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003631136,0.0002267174,0.9468645,0.00009418657,0.00005177662,0.000001820613,0.003516903,2.52777e-7,0.001675204,0.0007335125,0.02150563,0.02529314],"study_design_scores_gemma":[0.0007088062,0.0004013171,0.9830593,0.0004165246,0.00004672861,0.00002213565,0.003501289,0.00003032533,0.00004062053,0.001344048,0.0103051,0.0001238082],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9519276,0.001674028,0.000002610461,0.04130932,0.0006538302,0.0008252689,0.000003443071,0.00009107186,0.003512823],"genre_scores_gemma":[0.9954866,0.0003899263,0.001501535,0.001173781,0.0005487737,0.0001938398,0.000005435096,0.00002263737,0.0006774514],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04355901,"threshold_uncertainty_score":0.4398442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02558830141130197,"score_gpt":0.3408425668823156,"score_spread":0.3152542654710136,"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."}}