{"id":"W4311691941","doi":"10.35502/jcswb.276","title":"An evaluation of SimVoice mental health de-escalation training","year":2022,"lang":"en","type":"article","venue":"Journal of Community Safety and Well-Being","topic":"Psychopathy, Forensic Psychiatry, Sexual Offending","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Mental health; Training (meteorology); Psychology; Medical education; Applied psychology; Nursing; Medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01041867,0.0004718052,0.0005092101,0.0008724602,0.001117507,0.0007901235,0.001373531,0.0008203014,0.003750286],"category_scores_gemma":[0.01881557,0.0002986077,0.0007545638,0.000519564,0.0006523538,0.0006855071,0.001466264,0.0009236848,0.0003664587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002410378,"about_ca_system_score_gemma":0.006074458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007757038,"about_ca_topic_score_gemma":0.02337348,"domain_scores_codex":[0.993597,0.003679564,0.000405742,0.0002905972,0.001113121,0.0009138411],"domain_scores_gemma":[0.9831954,0.005827509,0.001131315,0.000847046,0.003930379,0.005068489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.02108863,0.1107946,0.05848095,0.004698122,0.0003727296,0.0005861526,0.01464238,0.006786138,0.01290417,0.0008268,0.006012735,0.7628068],"study_design_scores_gemma":[0.01337363,0.4790612,0.4104618,0.002495811,0.0006181891,0.0008129718,0.01718399,0.009003975,0.01833585,0.0005338101,0.047803,0.0003158672],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905048,0.0001779803,0.0007844509,0.0003015714,0.00008341394,0.003763436,0.0002349689,0.0001174478,0.004031956],"genre_scores_gemma":[0.9812347,0.000600801,0.01057923,0.0004306095,0.00008527032,0.003866891,0.0005605708,0.00002958211,0.0026122],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01041867,"threshold_uncertainty_score":0.05509984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05272180209608152,"score_gpt":0.3736124231354656,"score_spread":0.3208906210393841,"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."}}