{"id":"W3009266093","doi":"10.1007/s10620-020-06168-8","title":"Underutilization of Hospice in Inpatients with Cirrhosis: The NACSELD Experience","year":2020,"lang":"en","type":"article","venue":"Digestive Diseases and Sciences","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University of Alberta","funders":"Grifols","keywords":"Transplant surgery; Hepatology; Cirrhosis; Medicine; Intensive care medicine; Hospice care; Internal medicine; General surgery; Family medicine; Nursing; Palliative care","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007402562,0.00009144715,0.0001858233,0.0002966922,0.00104568,0.0009837239,0.0002350831,0.0003277243,0.001926733],"category_scores_gemma":[0.002806135,0.00009129242,0.0002318526,0.0004816555,0.0004540157,0.0008060866,0.001383723,0.0008629013,0.0001136287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001198636,"about_ca_system_score_gemma":0.002151853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01266242,"about_ca_topic_score_gemma":0.04572202,"domain_scores_codex":[0.9994905,0.0001755218,0.00005055229,0.00003380218,0.00008309854,0.0001665732],"domain_scores_gemma":[0.9977533,0.0002143684,0.0005090475,0.0000491619,0.0001821132,0.001291958],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001539346,0.0002093628,0.9808764,0.00003361773,0.00004894221,0.001148201,0.002183642,0.00008114072,0.0001322466,0.0004024742,0.002117306,0.01261272],"study_design_scores_gemma":[0.00002395403,0.0003298716,0.9580491,0.0002436154,0.00005343575,0.002974115,0.03126846,0.0004018673,0.0001360028,0.0003597626,0.006134233,0.00002569441],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951184,0.0004341083,0.0000287674,0.001718764,0.00004178597,0.000005545498,0.000093601,0.00000131358,0.002557673],"genre_scores_gemma":[0.9984334,0.0005397049,0.00005176574,0.0005385876,0.00002871021,0.000003240321,0.0001155812,0.000001791249,0.0002872197],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01266242,"threshold_uncertainty_score":0.02517742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02823453779236829,"score_gpt":0.2719763827375584,"score_spread":0.2437418449451901,"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."}}