{"id":"W2162598494","doi":"10.1093/cid/cis206","title":"Update on World Health Organization HIV Drug Resistance Prevention and Assessment Strategy: 2004-2011","year":2012,"lang":"en","type":"article","venue":"Clinical Infectious Diseases","topic":"HIV/AIDS drug development and treatment","field":"Medicine","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada; McGill University; Jewish General Hospital","funders":"Centers for Disease Control and Prevention; National Institutes of Health; U.S. President’s Emergency Plan for AIDS Relief; Center for AIDS Research, University of Washington; World Health Organization; Strong; Styrelsen för Internationellt Utvecklingssamarbete; National Institute of Allergy and Infectious Diseases; Bill and Melinda Gates Foundation","keywords":"HIV drug resistance; Medicine; Human immunodeficiency virus (HIV); Accreditation; General partnership; Drug resistance; Transmission (telecommunications); Family medicine; Antiretroviral therapy; Viral load; Medical education; Microbiology; Computer science; Telecommunications; Business","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":[0.0003983084,0.0001907627,0.0003834985,0.000115101,0.0001890569,0.00003737906,0.00003575741,0.00005107873,0.0005193531],"category_scores_gemma":[0.0001460062,0.0001575355,0.0000882751,0.0002408113,0.00007685912,0.0001670994,0.00003245626,0.0001966147,0.0002940053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002078859,"about_ca_system_score_gemma":0.0003748636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003174736,"about_ca_topic_score_gemma":0.0001156361,"domain_scores_codex":[0.9984052,0.0002217834,0.0005269169,0.0003196389,0.0002228721,0.0003035886],"domain_scores_gemma":[0.998714,0.000201295,0.0002111042,0.0002422038,0.00009287715,0.0005385054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004597976,0.002391827,0.8969765,0.00008338605,0.0001294106,0.000005499105,0.00003570689,0.000001445461,6.240801e-7,0.002013028,0.09216744,0.006149112],"study_design_scores_gemma":[0.002185503,0.0001368194,0.9606439,0.0001999851,0.0002286486,0.000002397052,0.00003169685,0.000009795172,0.00001648063,0.0007643037,0.03561084,0.0001696399],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9561716,0.004936202,0.000863494,0.02525758,0.0009174173,0.001829894,0.00006236132,0.0005911464,0.009370336],"genre_scores_gemma":[0.9583305,0.0009495518,0.000322398,0.001146934,0.0003279224,0.0000357308,0.0004025477,0.00003273909,0.03845173],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06366735,"threshold_uncertainty_score":0.6424113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03218233329459399,"score_gpt":0.382552653729348,"score_spread":0.3503703204347541,"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."}}