{"id":"W2787369345","doi":"10.1053/j.gastro.2018.02.005","title":"Hepatitis B Reactivation With Hepatitis C Treatment: Bringing Some Clarity to the Black Box","year":2018,"lang":"en","type":"letter","venue":"Gastroenterology","topic":"Hepatitis C virus research","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; University of Toronto","funders":"","keywords":"CLARITY; Virology; Medicine; Black box; Hepatitis C; Hepatitis; Computer science; Biology; Artificial intelligence; Molecular biology","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":[0.00731047,0.0008948927,0.001932614,0.0009725898,0.005246185,0.00729794,0.002218572,0.06989203,0.009190619],"category_scores_gemma":[0.0374732,0.0007049993,0.001681568,0.0007629319,0.006221617,0.01364943,0.003747973,0.06260309,0.003785251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004782974,"about_ca_system_score_gemma":0.004323327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00210277,"about_ca_topic_score_gemma":0.003687507,"domain_scores_codex":[0.9903226,0.005129432,0.001060531,0.0007648289,0.001851229,0.0008713529],"domain_scores_gemma":[0.9768076,0.01453015,0.001761305,0.0008189026,0.002680084,0.003401911],"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":[0.000134574,0.0001376057,0.002142678,0.0002557564,0.00004685363,0.01444597,0.000562299,0.0001566104,0.0003615794,0.01136343,0.9392787,0.03111385],"study_design_scores_gemma":[0.0004606446,0.0002761411,0.002245969,0.00263387,0.00009004059,0.03096396,0.002496849,0.0009652787,0.0003310572,0.0560284,0.9033253,0.0001825602],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002918971,0.003226159,0.0001058789,0.9863426,0.008351718,0.000003684517,0.000005847908,0.00001120346,0.001661059],"genre_scores_gemma":[0.007146464,0.004497799,0.0004122947,0.8576637,0.128058,0.00001405911,0.00001623509,0.00002068089,0.002170847],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06989203,"threshold_uncertainty_score":0.0386619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02634102073807602,"score_gpt":0.2854290443927152,"score_spread":0.2590880236546391,"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."}}