{"id":"W2149606648","doi":"10.2174/187152611795589663","title":"HIV Treatment Adherence, Drug Resistance, Virologic Failure: Evolving Concepts","year":2011,"lang":"en","type":"review","venue":"Infectious Disorders - Drug Targets","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":272,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Institute of Allergy and Infectious Diseases; National Institute of Mental Health; Agency for Healthcare Research and Quality","keywords":"Cart; Medicine; Intensive care medicine; Flexibility (engineering); Drug resistance; Antiretroviral therapy; Viral load; Human immunodeficiency virus (HIV); Immunology; Biology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006983745,0.001037988,0.002690307,0.00107792,0.0006460309,0.0001202987,0.000478621,0.0005000046,0.00493367],"category_scores_gemma":[0.0005702692,0.0007887859,0.002051073,0.001147119,0.0006197545,0.0002464376,0.0001875712,0.001472326,0.003343119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009672871,"about_ca_system_score_gemma":0.0008467764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007924998,"about_ca_topic_score_gemma":0.007266573,"domain_scores_codex":[0.9945076,0.001057096,0.001207844,0.001239781,0.000601226,0.001386489],"domain_scores_gemma":[0.9969462,0.0004692058,0.0005139931,0.001136831,0.0003619564,0.0005718398],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003298514,0.001425973,0.0002747554,0.005244971,0.00102236,0.00007334398,0.0007591835,1.704848e-7,5.539482e-7,0.000435875,0.5472111,0.4435187],"study_design_scores_gemma":[0.001438669,0.00136168,0.00001372209,0.008164464,0.0009583713,0.00004850518,0.0001710616,0.000007208289,0.000003416491,0.001054863,0.9861339,0.0006441765],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002022203,0.8699639,0.0001098915,0.0002167539,0.000309122,0.003142539,0.0001556081,0.0003739015,0.1257081],"genre_scores_gemma":[0.0008017396,0.8542049,0.0001700393,0.00004320249,0.0002820485,0.001814584,0.0005999496,0.0001516063,0.1419319],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4428745,"threshold_uncertainty_score":0.9994563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02674251766210493,"score_gpt":0.3424875507144229,"score_spread":0.315745033052318,"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."}}