{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001069063,0.000135877,0.0002076924,0.00015027,0.0001392673,0.0001373919,0.0004137064,0.00004497146,0.001854656],"category_scores_gemma":[0.00009860555,0.00008460317,0.0001451502,0.0002419687,0.0001749286,0.0002669843,0.0001309772,0.0002031578,0.00003225809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006834543,"about_ca_system_score_gemma":0.0002607965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001959973,"about_ca_topic_score_gemma":0.0001082508,"domain_scores_codex":[0.9987159,0.0001244045,0.0004335072,0.0001896212,0.0003260183,0.0002105706],"domain_scores_gemma":[0.9987805,0.00008731923,0.0002796202,0.0004396035,0.0001019472,0.0003110379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002634343,0.001442437,0.9051448,0.00009942132,0.001638067,0.0008315818,0.0005429597,0.000003063361,0.02860756,0.0007279269,0.002794643,0.05553316],"study_design_scores_gemma":[0.002386922,0.00006756953,0.9895922,0.000105375,0.0003226426,0.00006569181,0.0002694613,0.0002193106,0.005185999,0.000168428,0.001519819,0.00009661067],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929821,0.0006449218,0.000006854843,0.003493933,0.0003084104,0.0007751339,0.0001157359,0.000006421993,0.00166649],"genre_scores_gemma":[0.9987848,0.0003639073,0.0001212821,0.0001435282,0.00007652615,0.00002568488,0.00001484054,0.00001635512,0.0004530188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08444734,"threshold_uncertainty_score":0.9990578,"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."}}