{"id":"W4412782083","doi":"10.1111/hiv.70086","title":"The association between <scp>HIV</scp> drug resistance testing, viral suppression and mortality in Ontario: a retrospective cohort study","year":2025,"lang":"en","type":"article","venue":"HIV Medicine","topic":"HIV/AIDS drug development and treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System; University Health Network; Programs for Assessment of Technology in Health Research Institute; Toronto Public Health; St. Michael's Hospital; Population Health Research Institute; McMaster University; Impact; Women's College Hospital; Hamilton Health Sciences; University of Toronto; Public Health Ontario; Juravinski Cancer Centre; St. Joseph’s Healthcare Hamilton","funders":"Canada Research Chairs; Ministry of Long-Term Care; Ontario HIV Treatment Network; Department of Family and Community Medicine, University of Toronto; University of Toronto; Ministry of Health, Ontario","keywords":"Medicine; Viral load; Retrospective cohort study; Cohort; Odds ratio; Logistic regression; Drug resistance; Internal medicine; Cohort study; Regimen; HIV drug resistance; Odds; Immunology; Antiretroviral therapy; Human immunodeficiency virus (HIV)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009816127,0.0003922195,0.0005121829,0.001016923,0.002477938,0.00100702,0.001171941,0.0004128485,0.00153854],"category_scores_gemma":[0.002317946,0.0006753139,0.0008058782,0.003019494,0.0008014739,0.000388018,0.0009573929,0.0005188319,0.0002720262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01188754,"about_ca_system_score_gemma":0.01441898,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9436616,"about_ca_topic_score_gemma":0.9572431,"domain_scores_codex":[0.9986952,0.0001061079,0.0001305263,0.0002985408,0.0004294394,0.0003403043],"domain_scores_gemma":[0.9968345,0.0001533347,0.001194498,0.0003239831,0.001038281,0.0004555313],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006093898,0.00001212524,0.9984006,0.0000250136,0.00004487462,0.00006746488,0.0003564063,0.00001658582,0.0000902984,0.00001951178,0.0004184263,0.0004875814],"study_design_scores_gemma":[0.00001121523,0.00002735387,0.9986936,0.00002301115,0.00003755594,0.00007317315,0.0003312017,0.00007265684,0.00002269937,0.00001093496,0.0006911671,0.000005395998],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991055,0.0005448707,0.0001504481,0.0001749303,0.00001201532,0.0001260341,0.006672863,0.000009329006,0.00125455],"genre_scores_gemma":[0.9958752,0.0004035387,0.0002025402,0.0001383196,0.00001313433,0.00009234947,0.002543501,0.000006054367,0.0007253396],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05633843,"threshold_uncertainty_score":0.1133404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01311842104789629,"score_gpt":0.2758138693736157,"score_spread":0.2626954483257194,"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."}}