{"id":"W4399668556","doi":"10.1007/s40596-024-01981-z","title":"Transforming Research Training in Psychiatry Residency: Creating a New Pipeline of Interdisciplinary Researchers","year":2024,"lang":"en","type":"letter","venue":"Academic Psychiatry","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre for Addiction and Mental Health; University of Toronto; Toronto General Hospital; University Health Network","funders":"","keywords":"Residency training; Pipeline (software); Medical education; Training (meteorology); Psychology; MEDLINE; Medicine; Engineering; Political 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","metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.01471561,0.0006568034,0.001621597,0.003807822,0.0002171616,0.00004233329,0.001111385,0.003970565,0.0003814083],"category_scores_gemma":[0.01783393,0.0005662129,0.000482499,0.003253115,0.0006889618,0.000258237,0.0005149052,0.0456153,0.0001754992],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009853011,"about_ca_system_score_gemma":0.126513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007914768,"about_ca_topic_score_gemma":0.0004017912,"domain_scores_codex":[0.9860991,0.0009383655,0.002556818,0.001422599,0.004536503,0.004446582],"domain_scores_gemma":[0.9922264,0.001925101,0.0002675128,0.00100995,0.0002965008,0.004274603],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007363041,0.00006004929,0.001216062,0.01058761,0.0001043791,0.000573021,0.007858131,6.360406e-7,0.0001334987,0.0007443081,0.949094,0.028892],"study_design_scores_gemma":[0.00464264,0.002191134,0.0005266821,0.08678109,0.0002334916,0.0006232255,0.01317887,0.0002836675,0.00007309465,0.19478,0.6958393,0.000846799],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004455778,0.03025972,0.0001037301,0.9356952,0.002816443,0.002038066,0.00005433344,0.0001295833,0.02444717],"genre_scores_gemma":[0.01356596,0.01188157,0.01026704,0.8601123,0.05977358,0.0003726416,0.0005580142,0.0007775064,0.04269136],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2532547,"threshold_uncertainty_score":0.9996789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3131998397217747,"score_gpt":0.5305839016251975,"score_spread":0.2173840619034229,"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."}}