{"id":"W4213412991","doi":"10.1016/j.jhepr.2022.100462","title":"Characteristics of hepatitis C virus resistance in an international cohort after a decade of direct-acting antivirals","year":2022,"lang":"en","type":"article","venue":"JHEP Reports","topic":"Hepatitis C virus research","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; BC Centre for Disease Control","funders":"National Health and Medical Research Council; Ministero dell’Istruzione, dell’Università e della Ricerca; Ministero della Salute; Gilead Sciences; University of Sydney; Department of Health and Ageing, Australian Government; Genome British Columbia; Merck","keywords":"NS5A; NS5B; Medicine; Hepatitis C virus; Sofosbuvir; Drug resistance; Virology; NS3; Internal medicine; Ribavirin; Virus; Hepacivirus; Biology; Microbiology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0009205441,0.0001032472,0.00043213,0.0002816565,0.0000363476,0.00001038744,0.0001070098,0.00004623372,0.0009105458],"category_scores_gemma":[0.0007158062,0.0001133722,0.00007231176,0.0003025396,0.00007269529,0.0001627841,0.0001530525,0.0002699,0.000001559453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002185803,"about_ca_system_score_gemma":0.0001973727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001531333,"about_ca_topic_score_gemma":0.001418216,"domain_scores_codex":[0.9976193,0.0001333947,0.000867287,0.0003167693,0.0008567864,0.0002065183],"domain_scores_gemma":[0.9987416,0.00007050444,0.0004621131,0.0004448257,0.0002025523,0.000078366],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002851117,0.0002571862,0.9794863,0.00007664645,0.00004357579,0.003925253,0.0004432685,0.00000154268,0.0105557,0.00001023756,0.0001179625,0.004797191],"study_design_scores_gemma":[0.0002042983,0.0001214404,0.9720085,0.0001059185,0.00001644324,0.00003619476,0.00001916574,0.00008304611,0.006729671,0.00002341239,0.02056086,0.00009101191],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9816412,0.00009211683,0.00001152223,0.0001072803,0.0002477311,0.0003637491,0.0001301135,0.00001880452,0.0173875],"genre_scores_gemma":[0.9982343,0.0002251486,0.000482922,0.00007812495,0.00006048232,0.0001451982,0.00008904094,0.00002620537,0.0006585503],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0204429,"threshold_uncertainty_score":0.9969838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02363229032308668,"score_gpt":0.3330416408986754,"score_spread":0.3094093505755888,"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."}}