{"id":"W4385655320","doi":"10.1371/journal.pone.0284914","title":"The impact of expanded access to direct acting antivirals for Hepatitis C virus on patient outcomes in Canada","year":2023,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Hepatitis C virus research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"St Joseph's Health Centre; Université Laval; Public Health Ontario; BC Centre for Disease Control; University of British Columbia; Institute for Clinical Evaluative Sciences; University of Waterloo; University Health Network; University of Toronto; Women's College Hospital","funders":"Canadian Institutes of Health Research; Canadian Liver Foundation; Fonds de Recherche du Québec - Santé; Gilead Sciences","keywords":"Medicine; Hepatocellular carcinoma; Hepatitis C virus; Hepatitis C; Autoregressive integrated moving average; Population; Demography; Internal medicine; Environmental health; Virology; Virus; Time series","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":[],"consensus_categories":[],"category_scores_codex":[0.0008760217,0.0003387559,0.0004022674,0.001121276,0.001687564,0.001389238,0.001158135,0.0004693461,0.002668542],"category_scores_gemma":[0.006176805,0.0002359047,0.0009912362,0.002925725,0.0006022161,0.0004875949,0.001160841,0.001242484,0.0001285495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07117373,"about_ca_system_score_gemma":0.1144125,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9974936,"about_ca_topic_score_gemma":0.9979965,"domain_scores_codex":[0.9986479,0.0001107619,0.00007432701,0.0001588254,0.0004215726,0.0005867162],"domain_scores_gemma":[0.9948533,0.000433586,0.0008020799,0.0001250365,0.002443171,0.001342824],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002777558,0.00007128836,0.9795471,0.0001087209,0.0001724679,0.0001330202,0.0003099597,0.001975793,0.0001622283,0.0007183179,0.003841346,0.01268217],"study_design_scores_gemma":[0.000044373,0.00005786596,0.9908159,0.0001161859,0.0001642826,0.00007405504,0.0009535431,0.004803366,0.0002042159,0.0001920354,0.0025453,0.00002891038],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9772127,0.002069109,0.0003541878,0.003355982,0.0000626328,0.00005592629,0.01212549,0.00003587895,0.004728151],"genre_scores_gemma":[0.9941515,0.001168193,0.0004108784,0.0003586338,0.00002034425,0.00001956652,0.002994031,0.000009448586,0.0008673971],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07117373,"threshold_uncertainty_score":0.516404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1431349752111309,"score_gpt":0.387640481201637,"score_spread":0.2445055059905061,"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."}}