{"id":"W2024273399","doi":"10.2174/1875318301003010001","title":"Identification of Serum Biomarkers in End Stage Liver Disease","year":2010,"lang":"en","type":"article","venue":"The Open Biomarkers Journal","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"London Health Sciences Centre","keywords":"Medicine; Cirrhosis; Fatty liver; Alcoholic liver disease; Internal medicine; Fibrosis; Gastroenterology; Alcoholic hepatitis; Liver disease; Liver biopsy; Stage (stratigraphy); Pathology; Disease; Biopsy; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001048303,0.0005365586,0.0005681647,0.001698097,0.0001402878,0.0006094046,0.000298612,0.0003643734,0.000799411],"category_scores_gemma":[0.001410618,0.0001180623,0.0002026974,0.001099895,0.0002085637,0.0002909725,0.0003360374,0.0003841529,0.0003313588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002214284,"about_ca_system_score_gemma":0.0002254303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001424469,"about_ca_topic_score_gemma":0.00017419,"domain_scores_codex":[0.9994212,0.0002161384,0.00007570448,0.00008053875,0.0001634108,0.00004305004],"domain_scores_gemma":[0.9986629,0.0003223726,0.00058402,0.0000505245,0.0002564999,0.0001235953],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001424107,0.0002455,0.9023127,0.0004270562,0.0002102612,0.0004523039,0.00008526229,0.0003641094,0.04370717,0.0001750946,0.0005821879,0.05001425],"study_design_scores_gemma":[0.00008751365,0.00187681,0.9428623,0.0001831916,0.0003132281,0.003962702,0.0002080185,0.002543963,0.04025986,0.0007479741,0.006925416,0.00002902363],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9552449,0.03475983,0.005741934,0.000306339,0.0001209488,0.00009512275,0.001019436,0.0001092704,0.002602272],"genre_scores_gemma":[0.9894006,0.002933905,0.005964105,0.000138421,0.000102537,0.00007618353,0.0007971392,0.000006572796,0.0005806976],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001698097,"threshold_uncertainty_score":0.005544007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0213650167545195,"score_gpt":0.3053970296956414,"score_spread":0.2840320129411218,"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."}}