{"id":"W3006859684","doi":"10.14309/ajg.0000000000000545","title":"Health-Related Quality of Life: A Rapid Predictor of Hospitalization in Patients With Cirrhosis","year":2020,"lang":"en","type":"article","venue":"The American Journal of Gastroenterology","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Alexandra Hospital; University of Manitoba; Seven Oaks General Hospital; University of Calgary; University of Alberta","funders":"","keywords":"Medicine; Cirrhosis; Quality of life (healthcare); Ascites; Visual analogue scale; Internal medicine; Population; Prospective cohort study; Logistic regression; Cohort; Cohort study; Liver disease; Chronic liver disease; Physical therapy; Environmental health","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":[0.0002172016,0.00006529559,0.0005870505,0.00007799079,0.000009169519,9.50791e-7,0.00007935965,0.00001126207,0.00001502356],"category_scores_gemma":[0.00002606395,0.0000412271,0.00006609326,0.0001788731,0.0001985277,0.00004766289,0.000007561467,0.0001113708,2.776918e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000017895,"about_ca_system_score_gemma":0.00008396911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008911555,"about_ca_topic_score_gemma":0.000006786732,"domain_scores_codex":[0.9986166,0.0003260522,0.0006716085,0.00006720478,0.0002087647,0.0001098033],"domain_scores_gemma":[0.9983043,0.00003805118,0.001299876,0.00007962592,0.0001583819,0.0001197496],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.04105924,0.0002180125,0.9560763,0.00008263886,0.0003568397,0.000002336061,0.001786435,0.0000667668,0.00007765611,0.000004933747,0.00001756547,0.0002512233],"study_design_scores_gemma":[0.004883375,0.02751258,0.9669865,0.00008887411,0.0001552355,0.000005838262,0.0002896688,0.0000282652,0.00002495214,0.000007226336,4.320613e-7,0.00001699399],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950498,0.0000644907,0.0005832092,0.004100122,0.00002275783,0.0001483188,0.00002472292,0.000002920883,0.000003689102],"genre_scores_gemma":[0.9986252,0.0000711006,0.0001342518,0.001129946,0.00001725799,8.999388e-7,0.00001433451,0.000006753895,2.291874e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03617587,"threshold_uncertainty_score":0.1681192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01089667581872045,"score_gpt":0.2394567737003838,"score_spread":0.2285600978816633,"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."}}