{"id":"W4414983784","doi":"10.1186/s44263-025-00209-y","title":"Unsuppressed HIV viral load among people living with HIV by exposure category in British Columbia, Canada from 2005 to 2020: a population-based cohort study","year":2025,"lang":"en","type":"article","venue":"BMC Global and Public Health","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; Vancouver Coastal Health; BC Centre for Disease Control; AIDS Vancouver; University of British Columbia","funders":"Ministry of Health, British Columbia","keywords":"Human immunodeficiency virus (HIV); Cohort study; Viral load; Cohort; Sida; Epidemiology; Lentivirus","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":[0.0006513579,0.0005870896,0.0006622489,0.001509504,0.003012787,0.00152642,0.001629352,0.0006183031,0.00200161],"category_scores_gemma":[0.001379212,0.0006541359,0.0007135838,0.004644096,0.0005575093,0.0005089078,0.0009882094,0.001226217,0.0005168223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01535364,"about_ca_system_score_gemma":0.01702034,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9917185,"about_ca_topic_score_gemma":0.9944547,"domain_scores_codex":[0.9992588,0.0000519266,0.00005473595,0.0001623706,0.0002314932,0.0002406855],"domain_scores_gemma":[0.9981091,0.00005741105,0.0002760265,0.00009427743,0.0009385826,0.0005246081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005458532,0.00003846909,0.9956672,0.00003140747,0.00006442183,0.00007911908,0.000399686,0.00006075812,0.0001117099,0.00003321374,0.001833424,0.001626027],"study_design_scores_gemma":[0.00000945146,0.00002362292,0.9976572,0.00004502031,0.00003695713,0.00006358765,0.0008703632,0.0002500204,0.00002761807,0.00001743375,0.0009887831,0.000009985379],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9755706,0.001010839,0.0002179254,0.000393228,0.00002794939,0.0001377912,0.02050323,0.00002649568,0.002112004],"genre_scores_gemma":[0.9894651,0.0008173942,0.000381064,0.0003347157,0.00001138711,0.0001068388,0.006705099,0.00001076662,0.00216755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01535364,"threshold_uncertainty_score":0.111399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00803425078886055,"score_gpt":0.2680859973047942,"score_spread":0.2600517465159337,"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."}}