{"id":"W4221025129","doi":"10.1097/adm.0000000000000866","title":"Peer Support Specialists: An Underutilized Resource in the Criminal Justice System for Opioid Use Disorder Management?","year":2021,"lang":"en","type":"article","venue":"Journal of Addiction Medicine","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; British Columbia Centre on Substance Use","funders":"Canadian Institutes of Health Research","keywords":"Opioid use disorder; Peer support; Psychological intervention; Criminal justice; Addiction; Inclusion (mineral); Population; Buprenorphine; Health care","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001300061,0.0002120582,0.0005401968,0.0003317697,0.0001311265,0.00004345887,0.0001674005,0.00008942695,0.0003099442],"category_scores_gemma":[0.0005374327,0.0001345739,0.0001631439,0.0004321799,0.00008554864,0.0002389309,0.00002331549,0.0003293121,0.000005655216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003113759,"about_ca_system_score_gemma":0.0001853071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003253817,"about_ca_topic_score_gemma":0.00004094972,"domain_scores_codex":[0.9971927,0.0002030261,0.0009029371,0.0002475779,0.001177487,0.0002763193],"domain_scores_gemma":[0.9979625,0.0002791489,0.0003811245,0.0004171416,0.0007775392,0.0001825093],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.02141608,0.01159343,0.01788534,0.01107348,0.004061754,0.02405259,0.09363876,0.0005231889,0.00206566,0.02281065,0.7068121,0.08406692],"study_design_scores_gemma":[0.02336654,0.00353787,0.06305083,0.00161627,0.01114249,0.004385136,0.2860658,0.0002754966,0.0001457545,0.0001181109,0.606079,0.0002166332],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8685448,0.007355457,0.01736259,0.06755286,0.006261968,0.003694428,0.0001212535,0.0001535608,0.02895311],"genre_scores_gemma":[0.9672319,0.002226117,0.007931184,0.006286307,0.005308287,0.000100078,0.0008032828,0.00012112,0.009991767],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.192427,"threshold_uncertainty_score":0.5487763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04040336709461655,"score_gpt":0.3287046132629065,"score_spread":0.2883012461682899,"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."}}