{"id":"W2001954184","doi":"10.1016/s0140-6736(08)60607-8","title":"Monitoring antiretroviral failure in resource-poor settings","year":2008,"lang":"en","type":"letter","venue":"The Lancet","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"AIDS Vancouver","funders":"","keywords":"Stavudine; Lamivudine; Viral load; Medicine; Antiretroviral therapy; Regimen; Intensive care medicine; Human immunodeficiency virus (HIV); Immunology; Internal medicine; Virus","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007798503,0.0006061687,0.001252108,0.000815605,0.001986173,0.002378623,0.001928133,0.02656561,0.003191354],"category_scores_gemma":[0.04941127,0.0005990446,0.000730533,0.0008811866,0.001528202,0.003149355,0.001547476,0.01707977,0.001671056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002705834,"about_ca_system_score_gemma":0.004163446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01525996,"about_ca_topic_score_gemma":0.02487832,"domain_scores_codex":[0.9929737,0.004129035,0.001016027,0.000313831,0.0008590679,0.0007084557],"domain_scores_gemma":[0.9653759,0.02122608,0.002832453,0.0007267488,0.003980157,0.00585864],"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":[0.000244649,0.00008803029,0.01941976,0.0004184722,0.00005839978,0.003156024,0.0006110957,0.000215938,0.000325095,0.001717963,0.9285324,0.04521212],"study_design_scores_gemma":[0.001597591,0.0009574796,0.09446232,0.006472977,0.0005264966,0.008558259,0.006105551,0.003034689,0.001219414,0.03330158,0.843479,0.0002846297],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002524563,0.002964784,0.0001550469,0.9855495,0.005380963,0.00001986213,0.0001404582,0.00002782002,0.003236994],"genre_scores_gemma":[0.03161639,0.003355553,0.0007739884,0.941283,0.02013361,0.00008835689,0.00008433309,0.00002770659,0.00263696],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02656561,"threshold_uncertainty_score":0.04124296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0382894908938546,"score_gpt":0.3203099557780324,"score_spread":0.2820204648841778,"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."}}