{"id":"W2137684917","doi":"10.1093/aje/kwq101","title":"Epidemiology of Antiretroviral Multiclass Resistance","year":2010,"lang":"en","type":"article","venue":"American Journal of Epidemiology","topic":"HIV/AIDS drug development and treatment","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital","funders":"Canadian Institutes of Health Research","keywords":"Interquartile range; Medicine; Epidemiology; Antiretroviral therapy; Drug resistance; Incidence (geometry); Viral load; Internal medicine; Antiretroviral treatment; Logistic regression; Human immunodeficiency virus (HIV); Immunology; Biology; Mathematics","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":[0.0005426211,0.0001181886,0.0002913584,0.001183203,0.0003519484,0.000764123,0.0003888113,0.0002501586,0.001242995],"category_scores_gemma":[0.002606108,0.0001677623,0.0002007981,0.001561745,0.0004350181,0.0002707369,0.0005536816,0.0006060896,0.00009768103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001107572,"about_ca_system_score_gemma":0.001025106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08825687,"about_ca_topic_score_gemma":0.07263894,"domain_scores_codex":[0.9987902,0.0003170669,0.0001237375,0.0002705267,0.0002788409,0.0002197023],"domain_scores_gemma":[0.9964415,0.0004403494,0.002059162,0.0003006081,0.0004732739,0.000285061],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004571038,0.00001445144,0.9875515,0.00002454242,0.00004407918,0.0000789245,0.0001778579,0.0001948912,0.0002350164,0.0001672259,0.0001838984,0.01128187],"study_design_scores_gemma":[0.000001500331,0.00002292149,0.9982886,0.00001967183,0.000008799044,0.0004221377,0.0001390682,0.0005082354,0.00004333264,0.00009630367,0.0004450422,0.00000429003],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959978,0.001698473,0.0005752678,0.0002190306,0.000003444251,0.00001715817,0.0004198631,0.00001456216,0.001054506],"genre_scores_gemma":[0.998973,0.000493113,0.000146927,0.00003004075,0.000005886398,0.000004688032,0.0002244549,0.000002162462,0.0001196937],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08825687,"threshold_uncertainty_score":0.1754863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02980662070135818,"score_gpt":0.3460565670153246,"score_spread":0.3162499463139664,"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."}}