{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002343681,0.0001350197,0.0006539607,0.00004935209,0.00008183813,0.00005093303,0.00006339439,0.0001046816,0.00006425749],"category_scores_gemma":[0.001395366,0.0001397772,0.0001406061,0.0002986154,0.0002072111,0.00009002828,0.00002284843,0.0002121206,0.000008585511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001252866,"about_ca_system_score_gemma":0.000205174,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003577059,"about_ca_topic_score_gemma":0.0355705,"domain_scores_codex":[0.998405,0.000137233,0.0006504486,0.0003772658,0.000194493,0.000235534],"domain_scores_gemma":[0.9986769,0.0005260642,0.0001939104,0.0002216313,0.0001517985,0.0002297175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003711614,0.001576004,0.9912975,0.00002469761,0.00007753079,0.0002242742,0.00001946669,0.000001076232,0.00007816723,0.000004506046,0.0003410207,0.00598461],"study_design_scores_gemma":[0.00372478,0.0006382744,0.9942842,0.0002714354,0.0001909336,0.00002039013,0.00003481642,0.00006330581,0.00006172308,0.0003830976,0.0001708465,0.0001562217],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981316,0.0003289626,0.00007416643,0.0004343763,0.00009051456,0.0004861468,0.000009585653,0.0001134829,0.0003311276],"genre_scores_gemma":[0.9964355,0.0001743711,0.0002793448,0.0003889254,0.00004035452,0.00002130808,0.00001688154,0.00001266624,0.002630683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0352128,"threshold_uncertainty_score":0.9820278,"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."}}