{"id":"W2062399981","doi":"10.1176/appi.ap.31.4.304","title":"Physicians as Managers: Psychiatry Residents' Perceived Gaps in Knowledge and Skills in Administrative Psychiatry","year":2007,"lang":"en","type":"article","venue":"Academic Psychiatry","topic":"Innovations in Medical Education","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Mentorship; Curriculum; Compensation (psychology); Medical education; Psychology; Medicine; Psychiatry; Pedagogy; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001452742,0.0004085578,0.0005534721,0.001101332,0.0001267284,0.00001905142,0.0003394931,0.0007738586,0.0001131469],"category_scores_gemma":[0.000411987,0.0004291873,0.000102319,0.002045251,0.0003075674,0.0003025548,0.00007159915,0.002666967,0.0001489492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002991649,"about_ca_system_score_gemma":0.001149227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001110212,"about_ca_topic_score_gemma":0.0009291972,"domain_scores_codex":[0.9964894,0.0001136023,0.00128641,0.0008226316,0.0004922144,0.0007957634],"domain_scores_gemma":[0.9987454,0.0001089669,0.0003046049,0.0005452887,0.0001049693,0.0001907042],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002875756,0.00131524,0.9249008,0.0003946208,0.00005408147,0.00001176519,0.003982004,9.171073e-7,0.0001952952,0.01864327,0.03862435,0.01159011],"study_design_scores_gemma":[0.003125706,0.0002549391,0.9551739,0.002457878,0.00007303945,0.0001150578,0.01327104,0.00003358538,0.00002468749,0.02284359,0.002226625,0.0003999801],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9434516,0.004758008,0.00008143909,0.02624799,0.005270205,0.0008645187,0.000004831556,0.00009448089,0.01922693],"genre_scores_gemma":[0.9677466,0.0008672235,0.01476438,0.01282957,0.002138222,0.00006695043,0.00006537886,0.00007829141,0.001443387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03639772,"threshold_uncertainty_score":0.999816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01169353900922968,"score_gpt":0.3711942513722074,"score_spread":0.3595007123629776,"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."}}