{"id":"W4205271176","doi":"10.9778/cmajo.20210093","title":"A province-wide HIV initiative to accelerate initiation of treatment-as-prevention and virologic suppression in British Columbia, Canada: a population-based cohort study","year":2022,"lang":"en","type":"article","venue":"CMAJ Open","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"AIDS Vancouver; University of British Columbia","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Cohort; Human immunodeficiency virus (HIV); Confounding; Viral load; Antiretroviral therapy; Population; Antiretroviral treatment; Treatment as prevention; Cohort study; Proportional hazards model; Pediatrics; HIV diagnosis; Internal medicine; Demography; Immunology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001594313,0.0009431765,0.0008981965,0.001584655,0.0056648,0.002519117,0.002573222,0.001111871,0.003533677],"category_scores_gemma":[0.002775369,0.00103125,0.001123257,0.005781145,0.0009426178,0.0007372768,0.001560823,0.001889278,0.0007900911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02655936,"about_ca_system_score_gemma":0.04380125,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9952284,"about_ca_topic_score_gemma":0.9968314,"domain_scores_codex":[0.9982533,0.0001798623,0.0001316898,0.0003752406,0.0004469896,0.0006129224],"domain_scores_gemma":[0.996566,0.0001431251,0.0004578671,0.0002540077,0.001574227,0.001004796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001593441,0.0001030943,0.9890723,0.00009192108,0.0002187061,0.0001471076,0.0009503445,0.000118961,0.0001938257,0.0001548384,0.005716591,0.003073016],"study_design_scores_gemma":[0.0000583968,0.00004294317,0.9945045,0.00014207,0.0001358962,0.0001097176,0.001926711,0.0004577984,0.00005256381,0.00005260584,0.002487609,0.00002915593],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9680257,0.001435623,0.0003959367,0.0009621618,0.00007528264,0.0003547556,0.02552901,0.00003869254,0.003182858],"genre_scores_gemma":[0.9868377,0.000995429,0.000753946,0.0007689563,0.00002953071,0.0002332589,0.007504966,0.00002663195,0.002849653],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02655936,"threshold_uncertainty_score":0.1927025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04229634845696474,"score_gpt":0.3391384661510501,"score_spread":0.2968421176940854,"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."}}