{"id":"W2893540624","doi":"10.1038/s41395-018-0243-0","title":"Predicting Hepatic Encephalopathy-Related Hospitalizations Using a Composite Assessment of Cognitive Impairment and Frailty in 355 Patients With Cirrhosis","year":2018,"lang":"en","type":"article","venue":"The American Journal of Gastroenterology","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Alexandra Hospital; University of Manitoba; University of Alberta Hospital; University of Calgary; University of Alberta","funders":"","keywords":"Medicine; Montreal Cognitive Assessment; Hepatic encephalopathy; Internal medicine; Cirrhosis; Dementia; Odds ratio; Cognitive impairment; Physical therapy; Disease","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006006237,0.0002693877,0.000306693,0.0007065285,0.0002828565,0.0004048335,0.0001630758,0.0003211875,0.001105391],"category_scores_gemma":[0.00173494,0.0001473393,0.0004539175,0.0005102098,0.0001547799,0.0002365042,0.0004905278,0.0003676514,0.0001594261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003364107,"about_ca_system_score_gemma":0.0003056145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005209583,"about_ca_topic_score_gemma":0.007181644,"domain_scores_codex":[0.9998116,0.0000480166,0.00003555376,0.00002736164,0.00003948977,0.00003809047],"domain_scores_gemma":[0.9994288,0.00009988416,0.0002149138,0.00002159314,0.00006225106,0.0001725208],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000960928,0.00001828975,0.9989491,0.000004829226,0.00001585305,0.00003025416,0.00002564368,0.00005713593,0.00006916621,0.000003905747,0.00003121602,0.0006986276],"study_design_scores_gemma":[0.000008013487,0.0002059577,0.9988754,0.000009153724,0.00002019469,0.0001138344,0.00009028389,0.0005713453,0.00003472138,0.00001526239,0.00005288464,0.000003005279],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996402,0.00008909945,0.00003061415,0.00002249798,0.000002156934,0.000005417661,0.0001017453,0.000001369828,0.0001068538],"genre_scores_gemma":[0.9998114,0.0000205104,0.00003646088,0.00000724696,0.000001988015,0.000002317995,0.00009709484,1.481906e-7,0.00002279919],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005209583,"threshold_uncertainty_score":0.01035857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006788842919807605,"score_gpt":0.2675858534254048,"score_spread":0.2607970105055972,"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."}}