{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012128,0.0001770879,0.0002886194,0.0001240209,0.0002387156,0.00001503569,0.00007242824,0.00003024933,0.0002013893],"category_scores_gemma":[0.000009810067,0.0001425963,0.00003889337,0.0008635736,0.00007356799,0.0001128266,0.00000975564,0.0001158625,0.0002419913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008454024,"about_ca_system_score_gemma":0.0004923051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001603706,"about_ca_topic_score_gemma":0.0001515206,"domain_scores_codex":[0.9989144,0.00007203504,0.0002409915,0.0002567245,0.0002430492,0.0002728282],"domain_scores_gemma":[0.9994519,0.00003027586,0.00008708786,0.0002401447,0.00009158734,0.00009898555],"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":[0.0003340102,0.0009144234,0.465162,0.00004114644,0.0002789468,0.0003671166,0.004460489,6.981912e-7,0.001896987,0.001894184,0.5184875,0.006162532],"study_design_scores_gemma":[0.005750773,0.0001544432,0.2148736,0.0001600825,0.00001745939,0.00001818214,0.0002447052,0.000005678783,0.03515647,0.0002108053,0.7429396,0.0004682459],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9654469,0.004311158,0.00006142272,0.01810934,0.0001483947,0.0005642782,0.0000163013,0.0002514432,0.01109071],"genre_scores_gemma":[0.8351958,0.00376512,0.001124422,0.00158109,0.0001212024,0.000009315126,0.0001078783,0.00003825609,0.1580569],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2502884,"threshold_uncertainty_score":0.5814908,"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."}}