{"id":"W2547674430","doi":"10.3851/imp3105","title":"Reporting on the Prevalence of Antiretroviral Drug Resistance in a Regional HIV Population over 20 Years: A Word of Caution","year":2016,"lang":"en","type":"article","venue":"Antiviral Therapy","topic":"HIV/AIDS drug development and treatment","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Alberta Hip and Knee Clinic","funders":"","keywords":"Medicine; Population; Drug resistance; Prevalence; HIV drug resistance; Internal medicine; Human immunodeficiency virus (HIV); Epidemiology; Viral load; Immunology; Antiretroviral therapy; Environmental health; Biology","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":[0.0004362341,0.00009234159,0.0002102997,0.0000886061,0.00002073317,0.000002787337,0.00005268562,0.00003420816,0.00003853701],"category_scores_gemma":[0.00008544976,0.00005042696,0.00007611667,0.0001859721,0.00006338319,0.00008367684,0.000008930218,0.0000555423,0.00000480701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005362833,"about_ca_system_score_gemma":0.00004364099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003122291,"about_ca_topic_score_gemma":0.00003008074,"domain_scores_codex":[0.9988418,0.00006760636,0.0005170227,0.0001724789,0.0002768699,0.0001241712],"domain_scores_gemma":[0.9991328,0.00009244878,0.0005211903,0.0002052806,0.00003472931,0.00001355537],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007220742,0.0001592149,0.9668657,0.00004204114,0.00003911768,0.00001848124,0.0007975555,9.580955e-8,0.01745759,0.001086066,0.001068572,0.01174352],"study_design_scores_gemma":[0.001272742,0.00005841039,0.9827285,0.0008720962,0.0000106166,0.000001231663,0.00002209101,0.000005020645,0.01363806,0.0005054082,0.0008226528,0.00006316756],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965644,0.0002689892,0.000007689126,0.002498522,0.00002799322,0.0002777519,0.000005623318,0.00001187748,0.0003371899],"genre_scores_gemma":[0.9857686,0.0004433955,0.0002265288,0.00004997862,0.00002848514,0.00001055474,0.000007132334,0.000009321167,0.01345599],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01586283,"threshold_uncertainty_score":0.2056352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02995695752612521,"score_gpt":0.2909292064292782,"score_spread":0.260972248903153,"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."}}