{"id":"W4311777789","doi":"10.1001/jamanetworkopen.2022.47146","title":"Association of Mental Health Services Access and Reincarceration Among Adults Released From Prison in British Columbia, Canada","year":2022,"lang":"en","type":"article","venue":"JAMA Network Open","topic":"Criminal Justice and Corrections Analysis","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Centre for Disease Control; BC Mental Health & Substance Use Services; University of British Columbia","funders":"Canadian Institutes of Health Research","keywords":"Mental health; Prison; Cohort; Population; Medicine; Psychiatry; Family medicine; Demography; Psychology; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008869655,0.00003643254,0.0001680429,0.00002191377,0.0009717926,0.0007014769,0.0002991606,0.00003331208,0.0003764356],"category_scores_gemma":[0.00002787378,0.00006594235,0.00001872327,0.0006239573,0.00001445144,0.0004372034,0.000227105,0.0001262258,1.309129e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008720812,"about_ca_system_score_gemma":0.0004915694,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9998637,"about_ca_topic_score_gemma":0.9999897,"domain_scores_codex":[0.9984937,0.000521524,0.00024398,0.0001889125,0.0003737963,0.0001780465],"domain_scores_gemma":[0.9993817,0.0001115185,0.0003165879,0.0000738793,0.0000572836,0.00005900172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002987715,0.00002856898,0.9404435,0.00001171035,0.00002214448,0.000002193405,0.008843122,0.000564122,2.907579e-7,0.000003043838,0.01288994,0.03716144],"study_design_scores_gemma":[0.0004079647,0.0000303001,0.8618227,0.0001333247,0.00002980732,1.628181e-7,0.1266395,0.003816726,2.56173e-7,0.00004326205,0.007000167,0.00007579125],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972371,0.0002079015,0.0000026793,0.001304488,0.0001914703,0.0003902093,0.00007600154,0.000006216692,0.0005839722],"genre_scores_gemma":[0.9979172,0.0003936017,0.00003049201,0.0005126863,0.0001305865,0.00004793529,0.0001818351,0.00000471467,0.0007808969],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1177964,"threshold_uncertainty_score":0.7474341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007709860454541188,"score_gpt":0.2666396870480863,"score_spread":0.2589298265935451,"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."}}