{"id":"W2889449103","doi":"10.2147/clep.s173449","title":"Effect of opioid-substitution therapy and mental health counseling on HIV risk among hepatitis C-infected individuals","year":2018,"lang":"en","type":"article","venue":"Clinical Epidemiology","topic":"Hepatitis C virus research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"AIDS Vancouver; BC Centre for Disease Control; Public Health Ontario; University of Toronto; University of British Columbia","funders":"British Columbia Centre for Disease Control; Provincial Health Services Authority","keywords":"Medicine; Hazard ratio; Internal medicine; Hepatitis C; Coinfection; Proportional hazards model; Incidence (geometry); Cohort; Population; Hepatitis C virus; Hepatitis B; Cohort study; Immunology; Human immunodeficiency virus (HIV); Confidence interval; Environmental health; Virus","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01875129,0.0002103985,0.00159751,0.000148144,0.0001840096,0.000004464081,0.0001175979,0.0004001921,0.0001831504],"category_scores_gemma":[0.03162477,0.0001535808,0.0001948098,0.0001848124,0.001862597,0.00005090969,0.00006281488,0.0007920584,0.0001164862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008680169,"about_ca_system_score_gemma":0.0002040588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001338444,"about_ca_topic_score_gemma":0.0001481885,"domain_scores_codex":[0.9898703,0.007241885,0.001573211,0.0005605923,0.0002323503,0.0005216851],"domain_scores_gemma":[0.9829566,0.01540292,0.0006476009,0.0004271694,0.0001387163,0.000427016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006337762,0.0001208092,0.8721166,0.00006326239,0.0001230206,0.000003143205,0.0001179945,0.000001088684,0.00002797099,0.0002206059,0.003922635,0.122649],"study_design_scores_gemma":[0.003777748,0.0165873,0.9655283,0.0002582354,0.00002568214,0.000006012584,0.000003711107,0.002387308,0.000333432,0.0002863972,0.01069381,0.0001120579],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947964,0.0009052546,0.0005508895,0.001806788,0.0004306106,0.001053676,0.00009451481,0.0000622189,0.0002996637],"genre_scores_gemma":[0.9648435,0.03100918,0.0007549226,0.002693278,0.0004888748,0.00003359788,0.0001229377,0.00002299087,0.00003073623],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.122537,"threshold_uncertainty_score":0.9765323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1096850262950727,"score_gpt":0.4827328568105747,"score_spread":0.3730478305155019,"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."}}