{"id":"W4412769839","doi":"10.1111/tct.70170","title":"Evaluation of a QI Module for Psychiatry Residents","year":2025,"lang":"en","type":"article","venue":"The Clinical Teacher","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Session (web analytics); Curriculum; Medical education; Medicine; Core competency; Quality (philosophy); Residency training; Psychology; Psychiatry; Pedagogy; Computer science; Continuing education","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01037569,0.00005395398,0.0001737301,0.00005685573,0.0000506371,0.000003693316,0.000123102,0.0001206269,0.0001626453],"category_scores_gemma":[0.01329112,0.00003530107,0.0001040642,0.0002787194,0.0001405072,0.00002061231,0.00002373699,0.0002545523,0.00001515455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005962372,"about_ca_system_score_gemma":0.0006164161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001027617,"about_ca_topic_score_gemma":0.000003560845,"domain_scores_codex":[0.9985213,0.0002310053,0.0005800924,0.0001462162,0.0004340337,0.00008738648],"domain_scores_gemma":[0.9985318,0.0001756274,0.0001303123,0.0004466918,0.0006970331,0.00001857977],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.000298818,0.001576848,0.1853977,0.0001347262,0.0003392825,4.81906e-8,0.0001565161,0.00001190928,0.00004688277,0.01860105,0.426778,0.3666582],"study_design_scores_gemma":[0.004173717,0.0002260784,0.8374571,0.0003066978,0.001359426,0.000001037699,0.0003504434,0.02112993,0.00007947027,0.1273718,0.007474099,0.00007013416],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9408135,0.0002627901,0.00240588,0.04402817,0.001855146,0.00101271,0.000001058521,0.00002655832,0.009594183],"genre_scores_gemma":[0.9851291,0.000008004983,0.005658708,0.002831694,0.0005624347,0.0001312869,0.00001653116,0.00000902576,0.00565325],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6520594,"threshold_uncertainty_score":0.9950203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1627882233534348,"score_gpt":0.5437329853783311,"score_spread":0.3809447620248964,"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."}}