{"id":"W4389648732","doi":"10.1177/20503121231216846","title":"Assessing research competency development in Canadian psychiatry residency programs: A systematic review and future directions","year":2023,"lang":"en","type":"review","venue":"SAGE Open Medicine","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; University of Toronto; Dalhousie University; Ontario Shores Centre for Mental Health Sciences; Hotchkiss Brain Institute; University of Calgary","funders":"National Institute on Drug Abuse; National Institutes of Health","keywords":"Psychological intervention; Medical education; Curriculum; Medicine; Observational study; Inclusion (mineral); Residency training; Systematic review; MEDLINE; Quality (philosophy); Family medicine; Psychology; Psychiatry; Continuing education; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.02812846,0.0005258442,0.005338687,0.001959499,0.0004944926,0.0001691418,0.0007634929,0.0004892953,0.0003766603],"category_scores_gemma":[0.04394203,0.0003249674,0.0001159383,0.004709481,0.0003105005,0.0002175306,0.0003175813,0.003138281,0.0002234365],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002109661,"about_ca_system_score_gemma":0.1373906,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1031267,"about_ca_topic_score_gemma":0.358586,"domain_scores_codex":[0.9903879,0.002074301,0.002359916,0.0008704194,0.001852234,0.002455187],"domain_scores_gemma":[0.9877217,0.0009750447,0.0003339078,0.0009740682,0.0003912101,0.009604075],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000002278686,0.00004112759,0.00002174167,0.5948513,0.00008160358,0.0004520948,0.0001444388,8.72455e-11,6.088937e-9,0.00008296692,0.004530441,0.399792],"study_design_scores_gemma":[0.000327828,0.0001558315,0.00005625267,0.5088946,0.0006193724,0.0002490708,0.0004962292,2.012851e-7,1.943903e-9,0.00003999584,0.4890301,0.0001304453],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001039493,0.9171232,5.434367e-7,0.05725087,0.0004161033,0.01925218,0.000008019064,0.0000475269,0.005900489],"genre_scores_gemma":[4.67445e-7,0.989087,0.0008727295,0.002925689,0.0007955371,0.003254882,0.0002999903,0.000109084,0.002654627],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4844997,"threshold_uncertainty_score":0.9999202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4367388623155238,"score_gpt":0.59061156487,"score_spread":0.1538727025544762,"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."}}