{"id":"W4312067470","doi":"10.1186/s12879-022-07894-2","title":"Virological failure among people living with HIV receiving second-line antiretroviral therapy in Pune, India","year":2022,"lang":"en","type":"article","venue":"BMC Infectious Diseases","topic":"HIV/AIDS drug development and treatment","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development; National Institute of Child Health and Human Development; National Institute of Allergy and Infectious Diseases; National Institute on Drug Abuse; National Institute of Diabetes and Digestive and Kidney Diseases; National Institute of Mental Health; Fogarty International Center; National Heart, Lung, and Blood Institute; amfAR, The Foundation for AIDS Research; National Institute on Alcohol Abuse and Alcoholism; National Cancer Institute; National Institutes of Health","keywords":"Medicine; Antiretroviral therapy; Viral load; Tropical medicine; Medical microbiology; Internal medicine; Logistic regression; Human immunodeficiency virus (HIV); Cross-sectional study; Pediatrics; Immunology; 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":[0.0004056704,0.0002710021,0.0002200371,0.0007516326,0.0007583082,0.000760339,0.0004824456,0.0003984796,0.001755696],"category_scores_gemma":[0.0009588064,0.0002751658,0.0005151125,0.0008035646,0.0004676201,0.0003790343,0.0006689844,0.000773092,0.0002207143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000391613,"about_ca_system_score_gemma":0.0008664812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02765662,"about_ca_topic_score_gemma":0.02811805,"domain_scores_codex":[0.9996819,0.00005951989,0.00003070502,0.00006296081,0.00005022207,0.0001146731],"domain_scores_gemma":[0.999337,0.0001292141,0.0002760745,0.00003646482,0.00007328694,0.0001480452],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001897713,0.00002519815,0.9985464,0.00002123561,0.0000163146,0.0001047696,0.0002470876,0.00002632439,0.00006378074,0.00001413988,0.000136233,0.0007796869],"study_design_scores_gemma":[0.000002139571,0.00004556191,0.9987006,0.00001522017,0.00001089656,0.0003004862,0.0007406171,0.00006282172,0.00002183873,0.00001595632,0.0000805321,0.000003318218],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989319,0.0001872276,0.00003505383,0.0001264144,0.000007377467,0.00001108484,0.0003140002,0.000003816769,0.000383033],"genre_scores_gemma":[0.9996433,0.00007686688,0.0000249678,0.00004797758,0.000004218978,0.000006680071,0.0001128709,7.328926e-7,0.0000823637],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02765662,"threshold_uncertainty_score":0.05499125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007615959536449221,"score_gpt":0.2242595000034953,"score_spread":0.2166435404670461,"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."}}