{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008169324,0.0008894755,0.0004155094,0.002446915,0.0003543693,0.001203147,0.0007407548,0.0005352566,0.003061044],"category_scores_gemma":[0.02849079,0.0003589672,0.001206116,0.002949594,0.0004566521,0.001336106,0.001256822,0.001560899,0.0003896867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005708038,"about_ca_system_score_gemma":0.001207196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008839055,"about_ca_topic_score_gemma":0.0126173,"domain_scores_codex":[0.9966576,0.001448952,0.0004348901,0.0004780002,0.0006969123,0.0002836166],"domain_scores_gemma":[0.9692881,0.01564275,0.01035707,0.001307695,0.002470111,0.0009343646],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005716113,0.00001911465,0.997862,0.00001578702,0.0001311956,0.00001247656,0.0000264751,0.0002748482,0.00002717652,0.0000315301,0.0001126729,0.001429495],"study_design_scores_gemma":[0.00001209392,0.0002089834,0.9900528,0.00002912001,0.0001735922,0.0001896966,0.0001438478,0.008341815,0.0001373115,0.000153484,0.0005430473,0.00001419575],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860206,0.0007031401,0.006011682,0.0004360504,0.00003520062,0.0001165734,0.003378557,0.0001158205,0.003182392],"genre_scores_gemma":[0.9969766,0.0001010036,0.001552806,0.00003678029,0.00002237739,0.00004544259,0.0009439831,0.00001204288,0.0003089993],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008839055,"threshold_uncertainty_score":0.04320401,"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."}}