{"id":"W2052119440","doi":"10.1097/00002030-200001280-00021","title":"HIV drug-resistance testing on archived samples to help current clinical decisions","year":2000,"lang":"en","type":"letter","venue":"AIDS","topic":"HIV/AIDS drug development and treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Regimen; Medicine; Drug resistance; Zidovudine; Ritonavir; Abacavir; HIV drug resistance; Viral load; Intensive care medicine; Internal medicine; Immunology; Human immunodeficiency virus (HIV); Viral disease; Biology; Antiretroviral therapy; Genetics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003136377,0.0005560357,0.0009954557,0.0004062737,0.000170985,0.00004595167,0.0003037304,0.0002740939,0.0002960475],"category_scores_gemma":[0.001094409,0.0004335752,0.0003647986,0.0003029475,0.0000941175,0.00002814151,0.0001015857,0.001729001,0.003172101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001664196,"about_ca_system_score_gemma":0.0003339851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004209465,"about_ca_topic_score_gemma":0.00001531814,"domain_scores_codex":[0.9964953,0.0001882262,0.0009124301,0.0009633917,0.0007839559,0.0006566725],"domain_scores_gemma":[0.9955746,0.00298397,0.0001565836,0.0008509082,0.000100004,0.0003339388],"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":[0.0001267533,0.0002322255,0.01422281,0.00004876793,0.0001576952,0.000552803,0.0001512681,7.235533e-7,0.000002372014,0.00001312605,0.8551858,0.1293056],"study_design_scores_gemma":[0.001206576,0.0001268892,0.008183318,0.002623924,0.0002524742,0.0000113813,0.0000110834,0.000002645099,0.00002187752,0.0002655452,0.9868815,0.0004127791],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.01700229,0.001222419,0.0004335714,0.9479536,0.001428633,0.00191688,0.0003210545,0.0003690491,0.02935253],"genre_scores_gemma":[0.001970897,0.0007077511,0.09702872,0.4261861,0.009451137,0.0003887372,0.002968742,0.0002589458,0.461039],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5217675,"threshold_uncertainty_score":0.9998116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1085204289238972,"score_gpt":0.3609991252660553,"score_spread":0.2524786963421581,"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."}}