{"id":"W2098883581","doi":"10.1086/648729","title":"Improved Virological Outcomes in British Columbia Concomitant with Decreasing Incidence of HIV Type 1 Drug Resistance Detection","year":2009,"lang":"en","type":"article","venue":"Clinical Infectious Diseases","topic":"HIV/AIDS drug development and treatment","field":"Medicine","cited_by":142,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; University of British Columbia; St. Paul's Hospital","funders":"National Institute on Drug Abuse; Canadian Institutes of Health Research; International AIDS Society; Pfizer","keywords":"Medicine; Incidence (geometry); Population; Drug resistance; Viral load; Internal medicine; Virology; Zidovudine; HIV drug resistance; Immunology; Antiretroviral therapy; Viral disease; Human immunodeficiency virus (HIV); Biology; 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":[0.0006324587,0.0002091033,0.0002908439,0.0008544201,0.0009438993,0.001174516,0.0008437636,0.0004319394,0.002328869],"category_scores_gemma":[0.003234112,0.000170658,0.0001066994,0.001583287,0.0005435106,0.0003272073,0.0006196048,0.0005328231,0.0003077756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01066459,"about_ca_system_score_gemma":0.01248066,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9135821,"about_ca_topic_score_gemma":0.9584553,"domain_scores_codex":[0.9995111,0.00009562264,0.00003035317,0.00006591587,0.0001386477,0.0001582099],"domain_scores_gemma":[0.9968002,0.0002024354,0.0005536592,0.0001071887,0.001577255,0.0007593716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006055176,0.0002258636,0.951391,0.0001152424,0.00007877422,0.0006407753,0.000594473,0.0004157471,0.000930169,0.00008301938,0.006368584,0.03855078],"study_design_scores_gemma":[0.00003675665,0.0001085447,0.9970498,0.00003315874,0.00002408777,0.0001808543,0.0004019271,0.0001937639,0.000131022,0.000036748,0.001792021,0.00001129727],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900188,0.001577004,0.00008223102,0.001172434,0.00003015665,0.00005884548,0.00178908,0.00003644695,0.005234854],"genre_scores_gemma":[0.9955913,0.0006353861,0.0001473688,0.000547109,0.00001142721,0.00002756098,0.001167963,0.000008449862,0.001863489],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08641785,"threshold_uncertainty_score":0.1738535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01368576092822287,"score_gpt":0.2996428334202355,"score_spread":0.2859570724920126,"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."}}