{"id":"W2051295453","doi":"10.1097/00002030-200401020-00017","title":"Are untimed antiretroviral drug levels useful predictors of adherence behavior?","year":2004,"lang":"en","type":"article","venue":"AIDS","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Institute of Mental Health","keywords":"Drug; Antiretroviral drug; Medicine; Human immunodeficiency virus (HIV); Antiretroviral therapy; Internal medicine; Intensive care medicine; Viral load; Pharmacology; Virology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000160026,0.0001095178,0.0002596893,0.0001711276,0.00004763336,0.0000121201,0.0001514836,0.00006140616,0.0009567873],"category_scores_gemma":[0.0002727877,0.00009275702,0.0002022775,0.0003171763,0.0001742558,0.0001392728,0.00005730636,0.0002202281,0.0001657634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006377055,"about_ca_system_score_gemma":0.0001234644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003293367,"about_ca_topic_score_gemma":0.00003020445,"domain_scores_codex":[0.998805,0.00003712808,0.0002880634,0.0001922453,0.0003988743,0.0002786602],"domain_scores_gemma":[0.9991994,0.00002214466,0.0001055066,0.0003190582,0.0001621188,0.0001917915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004620746,0.0004988112,0.9718128,0.0001009404,0.00007400723,0.00008028348,0.0002285352,0.000001151351,0.01440015,0.000229734,0.007337327,0.005189985],"study_design_scores_gemma":[0.002442086,0.006054767,0.9179263,0.0006552013,0.0001383428,0.00002556906,0.0004441463,0.00001411181,0.07084733,0.0001219195,0.001195102,0.000135185],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995568,0.0001512167,0.0002287341,0.0001197445,0.00008317688,0.0002974032,0.0001064962,0.00005273132,0.003392449],"genre_scores_gemma":[0.9820547,0.00001257803,0.0004943026,0.00003872977,0.00008513338,0.00002962294,0.00002323787,0.00001680507,0.01724495],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05644717,"threshold_uncertainty_score":0.9999565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04272145419513905,"score_gpt":0.3369817985946535,"score_spread":0.2942603443995144,"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."}}