{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01525418,0.0004176706,0.0005118928,0.0008902632,0.001765711,0.005541379,0.002067849,0.002214031,0.03261772],"category_scores_gemma":[0.03339451,0.0003623247,0.001503439,0.001287149,0.001810519,0.005301895,0.006059937,0.002314122,0.001720493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009758417,"about_ca_system_score_gemma":0.01188261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03052991,"about_ca_topic_score_gemma":0.03245598,"domain_scores_codex":[0.9811392,0.01239344,0.0005792169,0.001216289,0.002838778,0.001833115],"domain_scores_gemma":[0.9699958,0.01195932,0.004496502,0.002601053,0.004009162,0.006938149],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.009021568,0.01259414,0.1646358,0.001391019,0.0009572891,0.001228123,0.003448235,0.02946384,0.001963018,0.287825,0.05257954,0.4348923],"study_design_scores_gemma":[0.00771337,0.02394588,0.4318943,0.002626232,0.001684233,0.002935777,0.007862293,0.1859337,0.002261336,0.09999959,0.2325774,0.0005658384],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7123632,0.003048703,0.02166433,0.09769835,0.002101087,0.002289392,0.002790331,0.0007851932,0.1572594],"genre_scores_gemma":[0.9706646,0.0008266935,0.004624987,0.01046963,0.0005355646,0.0009146676,0.0006265076,0.00007558244,0.01126175],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03261772,"threshold_uncertainty_score":0.1091172,"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."}}