{"id":"W2144935009","doi":"10.1046/j.1365-2893.2001.00288.x","title":"Historical features are poor predictors of liver fibrosis in Canadian patients with chronic hepatitis C","year":2001,"lang":"en","type":"article","venue":"Journal of Viral Hepatitis","topic":"Hepatitis C virus research","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Fibrosis; Cirrhosis; Liver biopsy; Internal medicine; Gastroenterology; Liver fibrosis; Chronic hepatitis; Biopsy; Predictive value; Hepatitis C; Alcohol consumption; Hepatic fibrosis; Alcohol; Immunology; Biology; Virus","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002966248,0.000234113,0.0007692075,0.0009878544,0.00006924929,0.00002234094,0.0002391077,0.000202465,0.0004538344],"category_scores_gemma":[0.0003939269,0.0001882659,0.0001890998,0.0006145466,0.0001140428,0.0003514721,0.000037807,0.000692682,0.0000133792],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005241963,"about_ca_system_score_gemma":0.001435328,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6972773,"about_ca_topic_score_gemma":0.8557956,"domain_scores_codex":[0.9970015,0.0001375473,0.0008184981,0.0002213229,0.001176553,0.0006445586],"domain_scores_gemma":[0.9976994,0.00008315642,0.0004725165,0.0002505815,0.0007256258,0.0007686624],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003968251,0.0002537054,0.9769209,0.0001154668,0.000102203,0.001566026,0.0001742234,0.00001444787,0.00009095531,0.000008016701,0.01044878,0.009908434],"study_design_scores_gemma":[0.002470296,0.003717253,0.9590028,0.0008616305,0.00007207583,0.00009757441,0.000004942794,0.00007721809,0.0002745578,0.000008992672,0.03324667,0.0001659798],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959663,0.001607637,0.00001347741,0.0007625177,0.0002862713,0.0003770204,0.00007942969,0.000009794862,0.0008976171],"genre_scores_gemma":[0.9945533,0.003844694,0.0004170094,0.0001502483,0.0003701664,0.000009258823,0.00001554546,0.00004561296,0.0005941372],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1585183,"threshold_uncertainty_score":0.9985768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01040740662793745,"score_gpt":0.2480797741382426,"score_spread":0.2376723675103051,"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."}}