{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003863892,0.00007405477,0.0003024747,0.0001070607,0.000206105,0.0001007332,0.000131322,0.00002482715,0.001722646],"category_scores_gemma":[0.0003413834,0.00009763626,0.00003669651,0.0002894462,0.00001614955,0.0001716391,0.0002061763,0.0001285725,0.000002389553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007960949,"about_ca_system_score_gemma":0.001354463,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9590141,"about_ca_topic_score_gemma":0.9919599,"domain_scores_codex":[0.9984788,0.0004144037,0.0003492104,0.0002913844,0.0002901621,0.0001760509],"domain_scores_gemma":[0.9994171,0.00009597435,0.0001106371,0.0001708485,0.00008802809,0.000117471],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001911949,0.0008502201,0.9896506,0.00002329239,0.00004587665,0.0000972125,0.0002192744,0.0000482583,0.0001114969,0.000001719049,0.004765787,0.003995074],"study_design_scores_gemma":[0.003120081,0.007902738,0.9860678,0.0001298752,0.00004073063,0.000007035509,0.001514117,0.0005673481,0.00006630384,0.00005634781,0.0004437857,0.00008389354],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928329,0.00002458661,0.00002137509,0.0004546561,0.00002005857,0.005052845,0.0001970487,0.000008700532,0.001387831],"genre_scores_gemma":[0.9926054,0.00000500194,0.00006267581,0.0002529861,0.000008807064,0.001572868,0.0006387223,0.00001165707,0.004841838],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03294576,"threshold_uncertainty_score":0.9991899,"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."}}