{"id":"W1592363747","doi":"10.1002/cbm.1942","title":"A prison mental health in‐reach model informed by assertive community treatment principles: evaluation of its impact on planning during the pre‐release period, community mental health service engagement and reoffending","year":2014,"lang":"en","type":"article","venue":"Criminal Behaviour and Mental Health","topic":"Psychopathy, Forensic Psychiatry, Sexual Offending","field":"Psychology","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health","funders":"Health Research Council of New Zealand","keywords":"Assertive community treatment; Prison; Mental health; Mental illness; Assertiveness; Psychiatry; Medicine; Service (business); Psychology; Nursing; Criminology; Social psychology; Business","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.005679204,0.0005555211,0.0007769351,0.0002704878,0.002731123,0.00005957371,0.0003151474,0.0001126137,0.00002125111],"category_scores_gemma":[0.00002923612,0.0004466259,0.00009514731,0.0002187107,0.0001430589,0.0002462767,0.0002197516,0.001173996,0.000002470292],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003983649,"about_ca_system_score_gemma":0.0005263249,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01487811,"about_ca_topic_score_gemma":0.003148909,"domain_scores_codex":[0.9924339,0.004432966,0.001080674,0.0004589485,0.0006455108,0.0009480007],"domain_scores_gemma":[0.9976327,0.0001872206,0.0008887562,0.0006592958,0.00006076312,0.0005712764],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.003801253,0.005371136,0.1053347,0.001186013,0.0001744256,9.242929e-7,0.8438767,0.0002404838,0.0005099324,0.00019798,0.003835599,0.03547091],"study_design_scores_gemma":[0.009285278,0.01011356,0.7466351,0.001422663,0.00007741993,0.0001157445,0.2231842,0.008383194,0.0001535184,0.00002050278,0.0001674212,0.0004413834],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897774,0.001826049,0.00001820231,0.002355749,0.001627205,0.003274615,0.0007280532,0.00004932442,0.0003434024],"genre_scores_gemma":[0.9970549,0.000347477,0.0001439515,0.001182389,0.00005395501,0.0001706332,0.0009532751,0.00005220392,0.00004116109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6413004,"threshold_uncertainty_score":0.9998399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1578642342191289,"score_gpt":0.4544717789108844,"score_spread":0.2966075446917555,"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."}}