{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002827041,0.0005765816,0.0009189539,0.0004758636,0.0002113393,0.00008446626,0.0003968833,0.0006378284,0.0004326231],"category_scores_gemma":[0.0001495636,0.0003973687,0.0002008073,0.0002407968,0.0004696621,0.0001567905,0.0001890459,0.001790773,0.0009024142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009296804,"about_ca_system_score_gemma":0.0002117508,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009745832,"about_ca_topic_score_gemma":0.0101423,"domain_scores_codex":[0.9959454,0.0004610109,0.0005062085,0.0009497539,0.0007799937,0.001357637],"domain_scores_gemma":[0.9978228,0.0001147389,0.000235783,0.001268675,0.0003190391,0.0002389475],"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":[0.0004938114,0.00007634891,0.4099067,0.00008559055,0.0004575323,0.001218275,0.0002877566,0.000002652429,0.00006679037,0.000004132406,0.5853955,0.002004936],"study_design_scores_gemma":[0.001811864,0.008688679,0.1682057,0.0003107338,0.0002594814,0.0003763167,0.000007772718,0.0001800367,0.0001720727,0.00002949859,0.8197318,0.0002259848],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.414471,0.00002731902,0.0007713478,0.5814136,0.00034231,0.001551902,0.0001965357,0.000123839,0.001102132],"genre_scores_gemma":[0.1966796,0.000822794,0.001206761,0.7831954,0.01110623,0.0005877925,0.00136046,0.0002510075,0.004789914],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.241701,"threshold_uncertainty_score":0.9998755,"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."}}