{"id":"W4210286259","doi":"10.1177/09564624211067036","title":"Virologic failure in people living with HIV in 1st line ART: A 10-year Mexican population-based study","year":2022,"lang":"en","type":"article","venue":"International Journal of STD & AIDS","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences; St. Joseph’s Healthcare Hamilton; McMaster University; Impact","funders":"","keywords":"Medicine; Odds ratio; Odds; Logistic regression; Human immunodeficiency virus (HIV); Antiretroviral therapy; Population; Antiretroviral treatment; Demography; Internal medicine; Viral load; Family medicine; Environmental health","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009193419,0.0001059804,0.0002783035,0.001048857,0.00005172339,0.0000372264,0.0003080911,0.00002531388,0.005408139],"category_scores_gemma":[0.0004758108,0.00008553176,0.0001323112,0.0004601558,0.00002028023,0.0001636383,0.0000940738,0.0006311559,0.00002129376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004428756,"about_ca_system_score_gemma":0.0002213738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002512263,"about_ca_topic_score_gemma":0.00226476,"domain_scores_codex":[0.9978047,0.0002274005,0.0005691186,0.000152906,0.001060694,0.0001851764],"domain_scores_gemma":[0.9990849,0.0001777803,0.0002142364,0.0001154936,0.0003007593,0.0001068588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008741701,0.002043753,0.9898078,0.000009023312,0.0001333228,0.0004332397,0.0004946438,0.003189754,0.000207582,0.00007267579,0.001809251,0.0009247272],"study_design_scores_gemma":[0.005129861,0.01225495,0.973134,0.000337847,0.00003244856,0.0001551569,0.004008339,0.003305698,0.00001973185,0.00006880218,0.001445279,0.0001079163],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951669,0.00003587723,0.0004200317,0.003257685,0.00006199749,0.0002211537,0.00002712758,0.000008262568,0.0008009823],"genre_scores_gemma":[0.9958064,0.000004199673,0.0005994643,0.0001401763,0.0001430146,0.00003193256,0.00003827522,0.00001451815,0.003222013],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01667389,"threshold_uncertainty_score":0.995501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01535743689922974,"score_gpt":0.3186713386045868,"score_spread":0.303313901705357,"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."}}