{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1577553,0.001834009,0.004437827,0.00645438,0.00340019,0.009485261,0.009863874,0.007628527,0.001892631],"category_scores_gemma":[0.3530429,0.001495564,0.003688268,0.006944138,0.01060535,0.01651674,0.00445052,0.02298686,0.002160904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004034466,"about_ca_system_score_gemma":0.007914525,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04449255,"about_ca_topic_score_gemma":0.0463787,"domain_scores_codex":[0.8348371,0.09342409,0.04299618,0.007049429,0.01971308,0.001980076],"domain_scores_gemma":[0.5941789,0.2563249,0.02660347,0.02853332,0.08752307,0.00683641],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006703431,0.0002223885,0.210167,0.009787258,0.002138987,0.002118112,0.02291135,0.001292355,0.001824852,0.0186083,0.6069715,0.1232877],"study_design_scores_gemma":[0.0002808849,0.0009650966,0.1658805,0.07453779,0.001978225,0.007547919,0.0520506,0.005823051,0.004070135,0.06733005,0.6183365,0.001199232],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02133857,0.06361048,0.02152625,0.8291816,0.05487251,0.0004277341,0.003136641,0.000586311,0.005319908],"genre_scores_gemma":[0.2030029,0.0454137,0.06057631,0.6320561,0.05102677,0.00118849,0.00219726,0.000605373,0.003933188],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.8422447,"threshold_uncertainty_score":0.8342996,"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."}}