{"id":"W4406219554","doi":"10.1111/jvh.14058","title":"Resistance‐Associated Substitution Testing Trends and Impact on <scp>HCV</scp> Treatment Outcomes in Canada: A <scp>CanHepC</scp>‐<scp>CANUHC</scp> Analysis","year":2025,"lang":"en","type":"article","venue":"Journal of Viral Hepatitis","topic":"Hepatitis C virus research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; McMaster University; University Health Network; Dalhousie University; William Osler Health System; University of Victoria; University of Calgary; Ottawa Hospital","funders":"AbbVie; Public Health Agency; Public Health Agency of Canada; Gilead Sciences","keywords":"Substitution (logic); Food science; Computer science; Chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001114335,0.000660905,0.002128573,0.002981663,0.0003034192,0.0001652085,0.0003285539,0.0002986298,0.00002679716],"category_scores_gemma":[0.01062621,0.0005219806,0.0006354747,0.004187458,0.0001718066,0.0003956018,0.00008762027,0.001017777,0.000008513844],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009928198,"about_ca_system_score_gemma":0.004710747,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6287912,"about_ca_topic_score_gemma":0.9098836,"domain_scores_codex":[0.9942478,0.0005330951,0.001714681,0.0006066571,0.001675733,0.001222057],"domain_scores_gemma":[0.9930922,0.00392651,0.000971656,0.0005170382,0.000751367,0.0007411693],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002986107,0.0004488969,0.9708227,0.00006482052,0.002522201,0.001873533,0.0004496126,0.0004030491,0.0003646006,0.00004729628,0.009963921,0.01300951],"study_design_scores_gemma":[0.00414017,0.001545775,0.982559,0.0006691678,0.001308059,0.00002595078,0.000306525,0.00245565,0.001009324,0.0001047584,0.005810815,0.00006480322],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849452,0.001510584,0.00004793231,0.0004300943,0.0002944079,0.0004027243,0.0004648738,0.00004056697,0.01186355],"genre_scores_gemma":[0.9873725,0.001732607,0.0003874972,0.0003403025,0.0001517128,0.00003689792,0.00009073935,0.0000524298,0.009835311],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2810924,"threshold_uncertainty_score":0.9997232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02511811791186023,"score_gpt":0.3205339203038715,"score_spread":0.2954158023920112,"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."}}