{"id":"W2590576529","doi":"10.1186/s12879-017-2256-5","title":"The need for treatment scale-up to impact HCV transmission in people who inject drugs in Montréal, Canada: a modelling study","year":2017,"lang":"en","type":"article","venue":"BMC Infectious Diseases","topic":"Hepatitis C virus research","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Hôpital Charles-Le Moyne; Centre Hospitalier de l’Université de Montréal; McGill University Health Centre; Université de Sherbrooke; Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal","funders":"Canadian Institutes of Health Research; Institute of Health Services and Policy Research; Centre National de la Recherche Scientifique; Agence Nationale de Recherches sur le Sida et les Hépatites Virales; Institute of Population and Public Health; Styrelsen för Internationellt Utvecklingssamarbete","keywords":"Medicine; Incidence (geometry); Treatment as prevention; Medical microbiology; Cirrhosis; Transmission (telecommunications); Hepatitis C; Limiting; Internal medicine; Hepatology; Environmental health; Intensive care medicine; Human immunodeficiency virus (HIV); Immunology; Viral load; Antiretroviral therapy","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":[0.0002594231,0.0002254859,0.0004753931,0.0001993085,0.000551015,0.000134433,0.0001685643,0.00004862653,0.00001606507],"category_scores_gemma":[0.0003722661,0.0001485159,0.0001437607,0.0002047364,0.00003148006,0.0001088095,0.00004406684,0.00009945328,0.000004400836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001676621,"about_ca_system_score_gemma":0.002270278,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9213862,"about_ca_topic_score_gemma":0.9838322,"domain_scores_codex":[0.9982446,0.0001408793,0.0003184491,0.00034341,0.0004142637,0.000538345],"domain_scores_gemma":[0.9984219,0.0003895131,0.00006437395,0.0006132282,0.0001034866,0.0004074622],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00137966,0.0006686079,0.9658254,0.00005488344,0.00005459213,0.00002230385,0.003399854,0.007681098,0.00001000065,0.00000195112,0.0004974087,0.02040423],"study_design_scores_gemma":[0.008213962,0.001751313,0.9311956,0.000163273,0.00008812852,0.000002047394,0.001611013,0.05593577,0.00003964342,0.00004176298,0.0007600376,0.0001974559],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943267,0.0005308447,0.0005125576,0.0003021711,0.00008331756,0.003813575,0.00007829878,0.00003197715,0.000320627],"genre_scores_gemma":[0.9981906,0.0002481676,0.00001935258,0.00003761038,0.00007739788,0.00102625,0.00001210714,0.0000384902,0.0003500396],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06244598,"threshold_uncertainty_score":0.6056303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02782784812206311,"score_gpt":0.3406812373880495,"score_spread":0.3128533892659863,"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."}}