{"id":"W2137554174","doi":"10.1177/135965350801302s05","title":"World Health Organization/HIVResNet Drug Resistance Laboratory Strategy","year":2008,"lang":"en","type":"article","venue":"Antiviral Therapy","topic":"HIV/AIDS drug development and treatment","field":"Medicine","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada","funders":"","keywords":"HIV drug resistance; Accreditation; Quality assurance; Medicine; Human immunodeficiency virus (HIV); Developing country; Population; External quality assessment; Operations research; Environmental health; Antiretroviral therapy; Viral load; Virology; Engineering; Economic growth; Medical education; Pathology","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":[0.01037968,0.001392084,0.0005469588,0.002844661,0.0006044682,0.00237982,0.003417344,0.002412467,0.02023023],"category_scores_gemma":[0.005427358,0.0003489655,0.0005698053,0.001726192,0.0007026618,0.001502863,0.002775433,0.002078135,0.0101313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003096138,"about_ca_system_score_gemma":0.02245495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01663768,"about_ca_topic_score_gemma":0.009753622,"domain_scores_codex":[0.9950478,0.001998126,0.0002850018,0.0003168413,0.001822104,0.0005301171],"domain_scores_gemma":[0.9936672,0.0004242337,0.0006674305,0.0002818722,0.003663756,0.001295528],"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":[0.0001520652,0.0003068796,0.003151488,0.00103992,0.00003362872,0.0002170557,0.0001309073,0.0006860523,0.0008278899,0.01696851,0.8385117,0.1379738],"study_design_scores_gemma":[0.00006621307,0.0001056789,0.003133676,0.0005731999,0.00001381854,0.0001336169,0.00008091516,0.0003097831,0.000461911,0.000932601,0.9941761,0.00001235936],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.008366829,0.02936687,0.02248436,0.1337097,0.01253,0.009527556,0.03838684,0.003962972,0.7416649],"genre_scores_gemma":[0.08298159,0.03459822,0.1389225,0.1912908,0.003961907,0.00961721,0.1197689,0.001125372,0.4177335],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.02023023,"threshold_uncertainty_score":0.0676769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02136128812169221,"score_gpt":0.2737638945577415,"score_spread":0.2524026064360493,"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."}}