{"id":"W1995626592","doi":"10.1097/00002030-200411190-00011","title":"Factors associated with a decrease in the prevalence of drug resistance in newly HIV-1 infected individuals in Montreal","year":2004,"lang":"en","type":"article","venue":"AIDS","topic":"HIV/AIDS drug development and treatment","field":"Medicine","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Centre Hospitalier de l’Université de Montréal; McGill University; McGill University Health Centre","funders":"National Institute of Allergy and Infectious Diseases","keywords":"Viral load; Genotyping; Medicine; Drug resistance; Internal medicine; Transmission (telecommunications); Human immunodeficiency virus (HIV); Young adult; HIV drug resistance; Retrospective cohort study; Antiretroviral therapy; Immunology; Genotype; Biology; Genetics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0003907845,0.0001664378,0.0003224364,0.0002787508,0.00001856344,0.000007849929,0.0001150847,0.00006217862,0.00003431788],"category_scores_gemma":[0.0004262707,0.0001012142,0.00003478653,0.0009798919,0.00005853341,0.0000869506,0.00001930704,0.0001823046,0.000004306581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002483174,"about_ca_system_score_gemma":0.0002669862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007059184,"about_ca_topic_score_gemma":0.01728828,"domain_scores_codex":[0.9987358,0.0001341974,0.000333733,0.0002119289,0.0003327929,0.0002515586],"domain_scores_gemma":[0.9993438,0.0002437439,0.0001037089,0.0002045746,0.00003663939,0.00006750714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009070268,0.0007556674,0.9851267,0.00005264718,0.00004462087,0.0001092881,0.01349333,0.00001679942,0.00002101738,0.0001019268,0.0001013631,0.00008593905],"study_design_scores_gemma":[0.006418849,0.00007812312,0.9911011,0.0009200552,0.00006127934,8.714482e-7,0.0004526638,0.000002047874,0.00047179,0.0003613516,0.00003075898,0.0001010763],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970077,0.000206618,0.00000346586,0.0008047014,0.000008052786,0.0005401438,0.00002153674,0.00001696528,0.001390876],"genre_scores_gemma":[0.9974306,0.0000301511,0.0002817074,0.00006918486,0.000004313868,0.00005198308,0.0000616982,0.00001121867,0.002059132],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01658236,"threshold_uncertainty_score":0.9647265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01477238529968409,"score_gpt":0.2445255957273308,"score_spread":0.2297532104276467,"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."}}