{"id":"W4367627442","doi":"10.18332/popmed/163859","title":"Guiding principles of a peer-led intervention to support the transition to community among people released from prison in British Columbia, Canada","year":2023,"lang":"en","type":"article","venue":"Population Medicine","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Prison; Intervention (counseling); Transition (genetics); Peer support; Political science; Psychology; Gerontology; Criminology; Medicine; Psychiatry; Chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002464401,0.00007128431,0.0002655326,0.0000925386,0.0005188376,0.000005777767,0.0001393272,0.00006220568,0.000543394],"category_scores_gemma":[0.0005084876,0.00008169168,0.00002525309,0.0006043851,0.00001312228,0.00006475167,0.00005873076,0.0002586466,0.000012314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004848641,"about_ca_system_score_gemma":0.0001396167,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9981499,"about_ca_topic_score_gemma":0.9997497,"domain_scores_codex":[0.9970838,0.0009187386,0.001003313,0.0001467294,0.0005614875,0.0002859285],"domain_scores_gemma":[0.9987554,0.0004115455,0.0002429928,0.0002435572,0.000156011,0.0001904915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004396287,0.00004473796,0.9694187,0.0004454692,0.000004861351,0.000001839498,0.01786589,0.0001238742,0.00004808254,0.000007228417,0.008743482,0.003251884],"study_design_scores_gemma":[0.001075252,0.0002731088,0.9706479,0.002569671,0.00001255062,1.264766e-7,0.02307596,0.000916385,0.000006866847,0.00008654712,0.00127079,0.00006483324],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934173,0.000009923093,0.0002119581,0.003411267,0.0007263179,0.001900418,0.0001392945,0.00003664113,0.0001468507],"genre_scores_gemma":[0.9927619,0.000005741781,0.00005834555,0.001750762,0.0001046693,0.0002439849,0.004284668,0.00001283637,0.0007770998],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007472692,"threshold_uncertainty_score":0.5949783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2021014081844779,"score_gpt":0.4099620655780352,"score_spread":0.2078606573935573,"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."}}