{"id":"W4282822667","doi":"10.1007/s40596-022-01668-3","title":"Using Case-Based Learning in Residency to Support the Development of Adaptive Expertise in Working with People Living with Severe Mental Illness","year":2022,"lang":"en","type":"article","venue":"Academic Psychiatry","topic":"Innovations in Medical Education","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"The Wilson Centre; University of Toronto; St. Michael's Hospital; Centre for Addiction and Mental Health","funders":"Department of Psychiatry, University of Toronto; University of Toronto","keywords":"Mental illness; Residency training; Psychology; Mental health; Medicine; Psychiatry; Medical education; Gerontology; Continuing education","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.00108593,0.0001303475,0.0002017302,0.0003577871,0.0002908294,0.000003967494,0.0001411276,0.00006929762,0.0001217512],"category_scores_gemma":[0.0001258242,0.00009929003,0.00001523609,0.001633769,0.00004179536,0.00006386042,0.0000786236,0.001230809,9.301833e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000658977,"about_ca_system_score_gemma":0.002126065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001705195,"about_ca_topic_score_gemma":0.0008318052,"domain_scores_codex":[0.9983516,0.0001194441,0.0004945339,0.0002626145,0.0005043958,0.0002674562],"domain_scores_gemma":[0.9994962,0.00006858759,0.0001882061,0.0001617115,0.00004262383,0.00004268007],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003655311,0.0001283098,0.9198016,0.00004873268,0.0000190171,0.00002434787,0.06402092,0.004119525,0.0001960392,0.00006713234,0.000300851,0.010908],"study_design_scores_gemma":[0.004258126,0.001074619,0.5300698,0.005526782,0.00008367164,0.003287461,0.4439282,0.00966141,0.0003550132,0.00005289131,0.0009755028,0.0007264743],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949309,0.0001099527,0.001569658,0.002342867,0.0002764788,0.0005581351,6.327891e-7,0.00001950831,0.0001918903],"genre_scores_gemma":[0.9603458,0.000001380599,0.03825491,0.001057724,0.00006587193,0.0001919549,0.000008738918,0.00002645591,0.00004715723],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3897318,"threshold_uncertainty_score":0.5347322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03926938645050826,"score_gpt":0.3256577717121802,"score_spread":0.286388385261672,"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."}}