{"id":"W4393253156","doi":"10.1097/mog.0000000000001019","title":"Noninvasive assessment of liver fibrosis and portal hypertension","year":2024,"lang":"en","type":"article","venue":"Current Opinion in Gastroenterology","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Medicine; Cirrhosis; Fibrosis; Liver fibrosis; Liver disease; Portal hypertension; Internal medicine; Gastroenterology; Chronic liver disease; Disease; Pathology","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":[],"consensus_categories":[],"category_scores_codex":[0.00006224994,0.0001211205,0.0002670568,0.0001741105,0.00001368784,0.000008616788,0.00002989519,0.0000394759,0.00008980083],"category_scores_gemma":[0.000008131739,0.00009654766,0.00008499689,0.00006784366,0.00007698378,0.00005361189,0.00005910109,0.0001212392,0.000005277842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004228165,"about_ca_system_score_gemma":0.00005279003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001738292,"about_ca_topic_score_gemma":0.000003711442,"domain_scores_codex":[0.9991346,0.00004334248,0.0002386972,0.0002811569,0.0001250156,0.0001771763],"domain_scores_gemma":[0.9996507,0.00005103696,0.00004036942,0.0001226849,0.00003925035,0.00009596978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001112563,0.000801339,0.9880109,0.0009617613,0.0001109129,0.0001716561,0.0001066672,0.000003744581,0.0001770102,0.0006190865,0.002963389,0.005962223],"study_design_scores_gemma":[0.001420483,0.001182227,0.992884,0.001256598,0.0001073098,0.0003699543,0.0000361363,0.001575791,0.00005434365,0.00002600973,0.001040624,0.00004646916],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989588,0.007862864,0.00009110638,0.0005879175,0.001448582,0.0002968067,0.00004697914,0.00002231746,0.0000554628],"genre_scores_gemma":[0.9945259,0.004876056,0.0002556235,0.00004613978,0.0001080436,0.00005159495,0.0001222578,0.00001030038,0.000004071258],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005915754,"threshold_uncertainty_score":0.3937099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03947517051513599,"score_gpt":0.3382397260541985,"score_spread":0.2987645555390625,"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."}}