{"id":"W3199771767","doi":"10.1002/hep.32157","title":"Frailty is associated with increased risk of cirrhosis disease progression and death","year":2021,"lang":"en","type":"article","venue":"Hepatology","topic":"Frailty in Older Adults","field":"Medicine","cited_by":98,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Alexandra Hospital; Orthopaedic Innovation Centre; University of Calgary; University of Alberta","funders":"","keywords":"Cirrhosis; Medicine; Internal medicine; Model for End-Stage Liver Disease; Gastroenterology; Liver disease; Stage (stratigraphy); Liver transplantation; Transplantation","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":[0.00009415716,0.0001296441,0.0003988655,0.00005631868,0.00005016991,0.000004771906,0.00004048154,0.0001246352,0.0002322588],"category_scores_gemma":[0.001061766,0.0001006572,0.00005043015,0.0001798463,0.0001187533,0.00003289856,0.00005578345,0.0001714819,0.00000604139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003595597,"about_ca_system_score_gemma":0.000256763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001929423,"about_ca_topic_score_gemma":0.0001538808,"domain_scores_codex":[0.9989305,0.0001638305,0.0002003861,0.0002980616,0.000196918,0.0002103289],"domain_scores_gemma":[0.9988809,0.0001990731,0.0001454914,0.000315002,0.0002247524,0.0002348468],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002965175,0.0002889426,0.9939321,0.00008947942,0.0001934036,0.0006155077,0.000167417,8.574412e-8,0.0003861945,0.00005924177,0.0009847898,0.002986322],"study_design_scores_gemma":[0.00309114,0.000325166,0.9868153,0.0003749266,0.0005586038,0.0001448636,0.00003507428,0.001146723,0.006065581,0.0002519987,0.001067925,0.0001226517],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963022,0.001100205,0.00004708942,0.001556199,0.00003897972,0.0002088574,0.0001044798,0.00005084819,0.0005911211],"genre_scores_gemma":[0.9979367,0.0002205898,0.000854331,0.0006176191,0.00001720408,0.00002294009,0.0001110256,0.00001925084,0.0002002964],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007116752,"threshold_uncertainty_score":0.4104682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02216105509932731,"score_gpt":0.2919521215714009,"score_spread":0.2697910664720736,"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."}}