{"id":"W3025428915","doi":"10.3390/v12050556","title":"External Quality Assessment Program for Next-Generation Sequencing-Based HIV Drug Resistance Testing: Logistical Considerations","year":2020,"lang":"en","type":"article","venue":"Viruses","topic":"HIV/AIDS drug development and treatment","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Public Health Agency of Canada","funders":"National Institute of Allergy and Infectious Diseases; Public Health Agency; Public Health Agency of Canada","keywords":"External quality assessment; HIV drug resistance; Medical physics; Medicine; Human immunodeficiency virus (HIV); Protocol (science); Consistency (knowledge bases); Genotyping; Computer science; Family medicine; Pathology; Viral load; Antiretroviral therapy; Biology; Alternative medicine","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.3552887,0.0009468627,0.001035568,0.002435503,0.005179998,0.01369093,0.006784313,0.004083615,0.00716365],"category_scores_gemma":[0.2630936,0.0007521685,0.001205764,0.002122786,0.00459973,0.008957985,0.01057082,0.007486662,0.002797726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008123091,"about_ca_system_score_gemma":0.06087718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01350655,"about_ca_topic_score_gemma":0.01243414,"domain_scores_codex":[0.8219629,0.1062002,0.01311939,0.007720396,0.04492224,0.006074791],"domain_scores_gemma":[0.5577035,0.1406734,0.03275244,0.0355015,0.213186,0.02018312],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000615397,0.0007698577,0.05512445,0.002221751,0.000182244,0.0007432519,0.006705315,0.004122931,0.01121141,0.0480633,0.150454,0.7197861],"study_design_scores_gemma":[0.0003036213,0.001813023,0.05651847,0.004377889,0.0002012349,0.001340495,0.009298264,0.0248208,0.0152832,0.04422352,0.8413171,0.0005023175],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.03776792,0.008078437,0.462077,0.4368823,0.004781192,0.01093007,0.000993495,0.003657366,0.03483215],"genre_scores_gemma":[0.2087466,0.004149258,0.6913845,0.0634984,0.002502423,0.008668276,0.002414268,0.001117505,0.01751887],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.3552887,"threshold_uncertainty_score":0.7950439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3960619263361445,"score_gpt":0.4096248338800251,"score_spread":0.01356290754388068,"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."}}