{"id":"W4411147268","doi":"10.1080/24732850.2025.2517047","title":"Making the Case for Trauma-informed Supervision of Forensic Mental Health Trainees","year":2025,"lang":"en","type":"article","venue":"Journal of Forensic Psychology Research and Practice","topic":"Counseling Practices and Supervision","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Christian Studies; University of Toronto","funders":"","keywords":"Mental health; Forensic science; Psychology; Forensic psychiatry; Medical education; Psychiatry; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.01225359,0.0001697365,0.0004630408,0.0005347166,0.0006119498,0.00008081286,0.0003582583,0.0001798343,0.0001095354],"category_scores_gemma":[0.003239791,0.0001125229,0.0001731638,0.0005473508,0.0005290834,0.000537628,0.00006983657,0.001049746,0.000003992096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004995386,"about_ca_system_score_gemma":0.0003109034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001708454,"about_ca_topic_score_gemma":0.0002178291,"domain_scores_codex":[0.9964824,0.001228821,0.0009991671,0.0002850769,0.0004225237,0.0005820193],"domain_scores_gemma":[0.9864435,0.01128031,0.0006344265,0.0004396926,0.001067363,0.0001346894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01055877,0.000431185,0.0000843235,0.0001174099,0.0004055422,0.0002783637,0.01154852,0.000001684852,0.0001789543,0.005108638,0.2254232,0.7458634],"study_design_scores_gemma":[0.006974362,0.008630066,0.00154534,0.0004607666,0.000146361,0.03743538,0.06169174,0.0002055461,0.00006569273,0.01207581,0.8705737,0.0001952418],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6036888,0.05854004,0.003506957,0.3001951,0.004769984,0.001860106,0.00007578526,0.00002150873,0.02734176],"genre_scores_gemma":[0.9780576,0.007478765,0.008646284,0.004863908,0.0003345287,0.0000234515,0.000007659601,0.00002649235,0.0005613163],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7456682,"threshold_uncertainty_score":0.4706685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2102465406849366,"score_gpt":0.5450046562183529,"score_spread":0.3347581155334163,"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."}}