{"id":"W2529825828","doi":"10.1111/hiv.12435","title":"An assessment of the relationship between the World Health Organization <scp>HIV</scp> drug resistance early warning indicators and <scp>HIV</scp> drug resistance acquisition","year":2016,"lang":"en","type":"article","venue":"HIV Medicine","topic":"HIV/AIDS drug development and treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; AIDS Vancouver","funders":"National Institute on Drug Abuse; Canadian Institutes of Health Research; Ministry of Health, British Columbia; National Institutes of Health; International AIDS Society; Michael Smith Health Research BC; World Health Organization","keywords":"Medicine; HIV drug resistance; Odds ratio; Emtricitabine; Confidence interval; Logistic regression; Drug resistance; Lamivudine; Internal medicine; Antiretroviral therapy; Human immunodeficiency virus (HIV); Virology; Viral load; Microbiology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001866391,0.000396973,0.0006917286,0.0004585564,0.0007630255,0.00003361884,0.0003360253,0.0001034845,0.00003416375],"category_scores_gemma":[0.001504349,0.0002082353,0.00006851801,0.001817841,0.0005027297,0.0002686879,0.00009130912,0.0004441119,0.00003065793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003742819,"about_ca_system_score_gemma":0.000462721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000014429,"about_ca_topic_score_gemma":0.0002286626,"domain_scores_codex":[0.9961472,0.0005984826,0.0009618773,0.0006221409,0.001139098,0.0005312221],"domain_scores_gemma":[0.994446,0.00317152,0.0009024099,0.0008664273,0.0002377303,0.0003759144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000010575,0.00008331407,0.8992463,0.0001574565,0.00009854919,0.000007047299,0.007624843,7.582969e-7,0.0002055204,0.003491728,0.08880423,0.0002696693],"study_design_scores_gemma":[0.002952842,0.00005321667,0.958326,0.002443923,0.000268344,0.000004440949,0.001436676,0.000005667598,0.0009054322,0.0005486374,0.03298677,0.00006808848],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.893113,0.001407282,0.002572137,0.09601662,0.0002021301,0.001340687,0.00005515901,0.0001628911,0.005130065],"genre_scores_gemma":[0.8959162,0.000174736,0.001677608,0.0006409012,0.0003822431,0.00004738673,0.0002742669,0.00006909546,0.1008175],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09568745,"threshold_uncertainty_score":0.8491591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01389910420367416,"score_gpt":0.2945164214252833,"score_spread":0.2806173172216092,"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."}}