{"id":"W2015832753","doi":"10.1097/coh.0b013e328331d353","title":"Epidemiology of treatment failure: a focus on recent trends","year":2009,"lang":"en","type":"review","venue":"Current Opinion in HIV and AIDS","topic":"HIV/AIDS drug development and treatment","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; University of British Columbia; AIDS Vancouver","funders":"International AIDS Society; Canadian Institutes of Health Research; University of Alabama at Birmingham","keywords":"Medicine; Intensive care medicine; Antiretroviral therapy; Tolerability; Drug resistance; Viral load; ANTIRETROVIRAL AGENTS; Human immunodeficiency virus (HIV); Immunology; Internal medicine; Adverse effect; Biology","routes":{"ca_aff":true,"ca_fund":true,"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"],"consensus_categories":[],"category_scores_codex":[0.0002991899,0.0006198245,0.003005713,0.0008756426,0.00003815117,0.000003215028,0.00009065829,0.0002873677,0.0001184819],"category_scores_gemma":[0.00008295516,0.0003967036,0.0004590882,0.0005511166,0.00007523829,0.00002660853,0.00003620475,0.0003195487,0.00004876678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005861589,"about_ca_system_score_gemma":0.0002934725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004858324,"about_ca_topic_score_gemma":0.000002199186,"domain_scores_codex":[0.9973493,0.0002932392,0.001160786,0.0006477198,0.000154089,0.0003948545],"domain_scores_gemma":[0.9986348,0.0003486798,0.0003896598,0.0003874313,0.00003462383,0.0002047816],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004153894,0.0007370797,0.003177165,0.003458072,0.0001830308,0.000004063223,0.00009141328,1.816723e-7,1.052585e-8,0.0015303,0.005018833,0.9857583],"study_design_scores_gemma":[0.00188508,0.001249423,0.0004453813,0.023774,0.0004484736,0.00003619266,0.000009821279,0.000003007436,6.024121e-7,0.0001590352,0.9717133,0.0002756789],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000009347948,0.9965819,0.000009416642,0.001051898,0.0008511649,0.0007119808,0.00007986859,0.00002962043,0.000674833],"genre_scores_gemma":[0.00002083706,0.9960059,0.0005144679,0.000009060373,0.0003206353,0.0002243262,0.001289523,0.00002969125,0.001585564],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9854826,"threshold_uncertainty_score":0.9998485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.164420895679534,"score_gpt":0.4292909128002124,"score_spread":0.2648700171206784,"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."}}