{"id":"W2266042249","doi":"10.5812/hepatmon.36005","title":"How Hepatitis C Virus Leads to Hepatocellular Carcinoma: A Network-Based Study","year":2016,"lang":"en","type":"article","venue":"Hepatitis Monthly","topic":"Bioinformatics and Genomic Networks","field":"Biochemistry, Genetics and Molecular Biology","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; University of Manitoba","funders":"Tehran University of Medical Sciences and Health Services","keywords":"Hepatocellular carcinoma; Medicine; Kowsar; Virology; Hepatitis C virus; Hepatitis a virus; Hepatitis virus; Virus; Internal medicine; Oncology; Traditional medicine","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"],"consensus_categories":[],"category_scores_codex":[0.0002742606,0.0003637691,0.0003471424,0.00006892769,0.0001848925,0.0001181307,0.000392103,0.000215521,0.00004850919],"category_scores_gemma":[0.00005994664,0.0002902705,0.0001704993,0.000178538,0.00006189499,0.00001383466,0.0002127538,0.0001044086,0.0000769062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006406898,"about_ca_system_score_gemma":0.0001081994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001176321,"about_ca_topic_score_gemma":0.009016466,"domain_scores_codex":[0.9979718,0.0001063493,0.0003944074,0.0005603295,0.0002841185,0.000682993],"domain_scores_gemma":[0.9985107,0.00002769861,0.0001484216,0.000859022,0.0001471084,0.0003070781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009285574,0.0001492447,0.9529912,0.00001387306,0.00005858278,0.00005163144,0.00007502682,0.0002823149,0.01770411,0.00006660681,0.02123808,0.007276493],"study_design_scores_gemma":[0.007255288,0.007951179,0.6525881,0.0002234156,0.000222361,0.00001787622,0.00008231666,0.01161335,0.05338879,0.0005339237,0.2631173,0.003006054],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9809413,0.0005352295,0.0154655,0.0007265406,0.0004910194,0.0009278874,0.0001737952,0.00004575775,0.0006929789],"genre_scores_gemma":[0.9947038,0.00009621979,0.001467938,0.001049402,0.0007193678,0.0002173132,0.0001065667,0.00006524576,0.00157412],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.300403,"threshold_uncertainty_score":0.9999549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009775049644583811,"score_gpt":0.2078590967950193,"score_spread":0.1980840471504355,"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."}}