{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001655536,0.000225318,0.0006142508,0.0001433755,0.0002403619,0.00002176385,0.00008999451,0.00008016327,0.0000141661],"category_scores_gemma":[0.001950445,0.0001417645,0.00003224755,0.0004281173,0.0001003782,0.00006429048,0.00007658486,0.0004480264,0.00001005452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001380848,"about_ca_system_score_gemma":0.000244153,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004778259,"about_ca_topic_score_gemma":0.08407709,"domain_scores_codex":[0.9978693,0.0001583528,0.0005082944,0.0004481646,0.0006857117,0.0003302322],"domain_scores_gemma":[0.9982196,0.0009763723,0.0001991492,0.0003351261,0.0001656992,0.0001040271],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002999604,0.0001632491,0.9503973,0.00002173171,0.0003424902,0.00005089115,0.003966547,9.044152e-8,0.00003107712,0.00008787256,0.04482635,0.00008248448],"study_design_scores_gemma":[0.00423542,0.00008228157,0.9805799,0.0005438344,0.0005716435,8.476249e-7,0.001213685,0.000009560689,0.0000766992,0.0004770411,0.01215682,0.00005223453],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9581296,0.0003085625,0.00001133672,0.004080471,0.0001743106,0.001393142,0.000005945951,0.00005554926,0.0358411],"genre_scores_gemma":[0.7799375,0.0000298913,0.0001056855,0.00008662311,0.00008048301,0.00008259948,0.00006461596,0.00001030583,0.2196023],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1837612,"threshold_uncertainty_score":0.9326361,"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."}}