{"id":"W3015512735","doi":"10.1002/hep4.1496","title":"Impact of an Open Access Nationwide Treatment Model on Hepatitis C Virus Antiviral Drug Resistance","year":2020,"lang":"en","type":"article","venue":"Hepatology Communications","topic":"Hepatitis C virus research","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; BC Centre for Disease Control","funders":"Sydney Medical School; Australian Centre for HIV and Hepatitis Virology Research; National Health and Medical Research Council; Western Sydney Local Health District; Medical Research Council; Gilead Sciences","keywords":"NS5A; Sofosbuvir; NS5B; NS3; Hepatitis C virus; Genotype; Drug resistance; Virology; Regimen; Medicine; Daclatasvir; Population; Telaprevir; Simeprevir; Ribavirin; Pharmacology; Biology; Internal medicine; Virus; Hepacivirus; Microbiology; Genetics; Gene; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001864787,0.0001932028,0.0005490258,0.000175423,0.0002539397,0.0000802845,0.002259725,0.0001012825,0.0001385717],"category_scores_gemma":[0.000367439,0.0001714296,0.0001247387,0.000510306,0.0003326266,0.0005480685,0.0009773278,0.0003089371,0.00007749208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003097082,"about_ca_system_score_gemma":0.0009818617,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01031456,"about_ca_topic_score_gemma":0.0313697,"domain_scores_codex":[0.9981413,0.0005139239,0.0004572521,0.0003482954,0.0002562717,0.0002829078],"domain_scores_gemma":[0.9967453,0.0003056088,0.0001793475,0.002208153,0.0003026422,0.0002589204],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001075313,0.00270355,0.9528183,0.00004965075,0.0004479795,0.00005096453,0.0020499,0.0001535628,0.003205118,0.007919196,0.009279523,0.02024692],"study_design_scores_gemma":[0.006553581,0.003188142,0.3607156,0.0001821902,0.0002639401,0.00001504481,0.0000533217,0.5990365,0.008810473,0.002060663,0.01845968,0.0006608854],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9479908,0.0002306254,0.0001827708,0.0143562,0.00001564376,0.001123863,0.0003974016,0.00008302237,0.03561972],"genre_scores_gemma":[0.988951,0.00362517,0.005348292,0.000893681,0.00001682181,0.0002314708,0.0004099136,0.00003774624,0.000485942],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5988829,"threshold_uncertainty_score":0.9962758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.235949136901046,"score_gpt":0.5019713257127963,"score_spread":0.2660221888117503,"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."}}