{"id":"W4408129040","doi":"10.1016/s2468-1253(25)00050-0","title":"The urgent need for implementation science to achieve hepatitis C elimination","year":2025,"lang":"en","type":"article","venue":"˜The œLancet. Gastroenterology & hepatology","topic":"Hepatitis C virus research","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University; McGill University Health Centre; Université de Montréal; York University; University of Ottawa; Jewish General Hospital","funders":"","keywords":"Hepatitis C; Virology; Medicine; Computer science","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":[0.09258417,0.001169014,0.001762038,0.001821943,0.002189518,0.01241085,0.003679881,0.02018781,0.03030858],"category_scores_gemma":[0.1352208,0.000623802,0.001936962,0.001359367,0.01204835,0.01548522,0.005813549,0.02692579,0.006429157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01012871,"about_ca_system_score_gemma":0.06359623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007192065,"about_ca_topic_score_gemma":0.006121679,"domain_scores_codex":[0.9562736,0.02569789,0.001750191,0.002142777,0.009973777,0.004161759],"domain_scores_gemma":[0.823701,0.1133624,0.006982363,0.009371965,0.02442627,0.02215597],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003695377,0.0004282808,0.001372177,0.003734356,0.0002174087,0.0001106315,0.0004844715,0.001587339,0.0007831152,0.2645693,0.5367544,0.189589],"study_design_scores_gemma":[0.0006575917,0.0003801565,0.002597456,0.004442554,0.00009421521,0.0001174455,0.001776136,0.001271415,0.0006853227,0.3661051,0.6217698,0.0001027288],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0003311213,0.01564895,0.002288414,0.9677356,0.007605353,0.00003624563,0.00008305471,0.0000924678,0.006178726],"genre_scores_gemma":[0.0661113,0.04957267,0.01887665,0.828908,0.02568872,0.0004387859,0.0004870341,0.0001603081,0.009756612],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.09258417,"threshold_uncertainty_score":0.4896377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03518245275698603,"score_gpt":0.3930521333718316,"score_spread":0.3578696806148456,"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."}}