{"id":"W4387410102","doi":"10.1097/hep.0000000000000618","title":"Noninvasive assessment of hepatic decompensation","year":2023,"lang":"en","type":"review","venue":"Hepatology","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Novo Nordisk Fonden","keywords":"Decompensation; Medicine; Intensive care medicine; Internal 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":[],"consensus_categories":[],"category_scores_codex":[0.000104087,0.0001766054,0.001376453,0.0002525595,0.00002080148,0.000002700133,0.0000627644,0.0002151976,0.0001109967],"category_scores_gemma":[0.00001239304,0.0001440845,0.0003053583,0.0002185649,0.00004337019,0.00002188914,0.00001637299,0.000162525,0.0001954214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007912348,"about_ca_system_score_gemma":0.0008408262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005479509,"about_ca_topic_score_gemma":0.00003359674,"domain_scores_codex":[0.998815,0.0001523762,0.0005022947,0.0002309037,0.0001543005,0.0001451366],"domain_scores_gemma":[0.9990206,0.0003306671,0.0002782181,0.0002287591,0.00007422594,0.00006750969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005062997,0.0004575755,0.04748832,0.4884312,0.007589396,0.003640267,0.0003275374,7.475048e-7,0.000003073191,0.009669675,0.0005458543,0.4417957],"study_design_scores_gemma":[0.005546078,0.001837894,0.01386212,0.1336648,0.1407303,0.00524013,0.0001321625,0.002005315,0.00005909114,0.001591389,0.6934841,0.001846563],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008472265,0.9964368,0.0001939581,0.00002594073,0.0002744232,0.0009096279,0.00008320483,0.00006712227,0.001161692],"genre_scores_gemma":[0.002355408,0.9957588,0.0002481643,0.00003482396,0.00005516394,0.0001072881,0.001308168,0.00003484315,0.0000973854],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6929383,"threshold_uncertainty_score":0.5875595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1078367556838256,"score_gpt":0.4366379057557442,"score_spread":0.3288011500719186,"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."}}