{"id":"W2042085468","doi":"10.1086/507680","title":"A Simple, Dynamic Measure of Antiretroviral Therapy Adherence Predicts Failure to Maintain HIV‐1 Suppression","year":2006,"lang":"en","type":"article","venue":"The Journal of Infectious Diseases","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":185,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; AIDS Vancouver","funders":"National Institute of Mental Health; Canadian Institutes of Health Research; Agency for Healthcare Research and Quality; National Institutes of Health; University of Pennsylvania; Center for AIDS Research, University of Washington; GlaxoSmithKline; Michael Smith Health Research BC; National Institute of Allergy and Infectious Diseases; Pfizer; Bristol-Myers Squibb","keywords":"Medicine; Viral load; Confidence interval; Internal medicine; Antiretroviral therapy; Proportional hazards model; Population; Cohort study; Cohort; Multivariate analysis; Human immunodeficiency virus (HIV); Sida; Immunology; Viral disease","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":[0.0009559573,0.0003258053,0.0003232281,0.0006092553,0.0002771671,0.0005688919,0.0003816341,0.0005735737,0.0009615124],"category_scores_gemma":[0.005275961,0.0001182169,0.0002374914,0.000711496,0.0002904243,0.0002527134,0.0003131268,0.000645973,0.0001670481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004864223,"about_ca_system_score_gemma":0.0004272511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01173163,"about_ca_topic_score_gemma":0.01437026,"domain_scores_codex":[0.9995342,0.0001349421,0.00005872708,0.00005982817,0.000148065,0.00006417744],"domain_scores_gemma":[0.9962355,0.0008349734,0.002021641,0.000146906,0.0003648561,0.0003961439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007603345,0.00003522499,0.9978411,0.000006823831,0.00003102848,0.00001281798,0.00002060672,0.0001125457,0.00009029739,0.000006900438,0.0000594562,0.001707137],"study_design_scores_gemma":[0.000006100914,0.0001119512,0.9984112,0.000005869867,0.00001582067,0.0001121784,0.00003304602,0.001188418,0.00003756649,0.00001759552,0.00005744206,0.000002744888],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990387,0.0002292864,0.0001292336,0.00004565851,0.00000359282,0.00001275206,0.0002016355,0.000005041495,0.0003341501],"genre_scores_gemma":[0.9994687,0.0000662678,0.0001836445,0.000009228612,0.000004761427,0.000005629245,0.0001889238,6.406164e-7,0.0000722231],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01173163,"threshold_uncertainty_score":0.02332669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009516535937874384,"score_gpt":0.2971825173620558,"score_spread":0.2876659814241814,"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."}}