{"id":"W1983804589","doi":"10.1371/journal.pone.0092606","title":"The VACS Index Accurately Predicts Mortality and Treatment Response among Multi-Drug Resistant HIV Infected Patients Participating in the Options in Management with Antiretrovirals (OPTIMA) Study","year":2014,"lang":"en","type":"article","venue":"PLoS ONE","topic":"HIV-related health complications and treatments","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Ottawa Hospital","funders":"National Institutes of Health; U.S. Public Health Service; University College London; National Institute on Alcohol Abuse and Alcoholism; University of Alberta; Medical Research Council; University of Ottawa; Office of Research and Development; Ontario HIV Treatment Network; Canadian Institutes of Health Research; U.S. Department of Veterans Affairs","keywords":"Medicine; Hazard ratio; Internal medicine; Psychological intervention; Index (typography); Proportional hazards model; Human immunodeficiency virus (HIV); Mortality rate; Confidence interval; Immunology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.003081676,0.0005874601,0.0009809667,0.0007920483,0.0002281908,0.0008426427,0.0004152279,0.0005007292,0.0009686604],"category_scores_gemma":[0.007292397,0.0002598728,0.0007090684,0.0005130791,0.0002443393,0.000479538,0.000951999,0.0008724403,0.0002332043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001888531,"about_ca_system_score_gemma":0.0002402884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005771586,"about_ca_topic_score_gemma":0.0008798573,"domain_scores_codex":[0.9989209,0.0005785471,0.00009726729,0.0001673974,0.0001679654,0.00006785412],"domain_scores_gemma":[0.9956763,0.00122328,0.001809903,0.0004722187,0.0002631092,0.000555186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002020829,0.0001086845,0.9909906,0.00002244564,0.000193914,0.00001623029,0.00004330902,0.0004153788,0.0002324243,0.00002843896,0.0002655475,0.00566212],"study_design_scores_gemma":[0.0001226895,0.001253208,0.9934808,0.0000285176,0.0001262939,0.0001672383,0.00004530355,0.004147868,0.0001774729,0.0001323236,0.0003063751,0.00001188256],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998066,0.000338557,0.0002462449,0.00006868711,0.00001023695,0.00002643007,0.0006693508,0.00001103249,0.0005634363],"genre_scores_gemma":[0.9985447,0.00006983374,0.0004018942,0.00003286027,0.00002435368,0.00001762875,0.0007832936,0.000003439665,0.0001218848],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003081676,"threshold_uncertainty_score":0.0162977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1035814382200445,"score_gpt":0.3396476292735148,"score_spread":0.2360661910534703,"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."}}