{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003830537,0.000137011,0.0003168327,0.0002571158,0.0001121119,0.00002400565,0.0002041567,0.00004738005,0.0003927722],"category_scores_gemma":[0.0004746418,0.00007886325,0.0003185497,0.0003313984,0.0001203756,0.0001477791,0.00004243396,0.0002765182,0.00001553079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009135695,"about_ca_system_score_gemma":0.0002221088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000176582,"about_ca_topic_score_gemma":0.0001064755,"domain_scores_codex":[0.9983089,0.0002638998,0.0004683681,0.00009260461,0.0006076841,0.0002585411],"domain_scores_gemma":[0.9986209,0.0001344863,0.0002599211,0.0002456438,0.0004934803,0.0002456208],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004116554,0.002572171,0.6208862,0.0002558278,0.0004848205,0.0001279455,0.0003397827,0.000416638,0.1345805,0.0002007295,0.2115367,0.02448216],"study_design_scores_gemma":[0.01239434,0.05836224,0.8923133,0.003309798,0.0007825394,0.001178391,0.001376504,0.001800225,0.01815743,0.005460972,0.004428613,0.0004356317],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993427,0.001338059,0.003346154,0.0005792445,0.00004841536,0.0003703159,0.0001025335,0.00002520393,0.0007631239],"genre_scores_gemma":[0.9989104,0.0001914111,0.00003967007,0.00007220901,0.0001729838,0.000006491513,0.00001432986,0.0000181316,0.0005743871],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2714271,"threshold_uncertainty_score":0.430058,"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."}}