{"id":"W3003579383","doi":"10.1002/lt.25724","title":"Improvement in Quality of Life and Decrease in Large‐Volume Paracentesis Requirements With the Automated Low‐Flow Ascites Pump","year":2020,"lang":"en","type":"article","venue":"Liver Transplantation","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University of Toronto; University Health Network","funders":"Mallinckrodt Pharmaceuticals; Gilead Sciences","keywords":"Medicine; Ascites; Paracentesis; Cirrhosis; Liver disease; Gastroenterology; Internal medicine; Transjugular intrahepatic portosystemic shunt; Chronic liver disease; Adverse effect; Spontaneous bacterial peritonitis; Model for End-Stage Liver Disease; Surgery; Liver transplantation; Portal hypertension; Transplantation","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006053033,0.0002251431,0.0004229735,0.0002306844,0.0002133972,0.0002740792,0.0001203135,0.0001736347,0.0007770779],"category_scores_gemma":[0.001317596,0.00009439112,0.0004228183,0.0001996914,0.0001728273,0.0003015636,0.0002066592,0.0003929137,0.000105851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001751345,"about_ca_system_score_gemma":0.0001984618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004397624,"about_ca_topic_score_gemma":0.0005183208,"domain_scores_codex":[0.9997682,0.00008999727,0.0000164676,0.00002753694,0.00005228106,0.00004553986],"domain_scores_gemma":[0.9992225,0.0001591313,0.0002517719,0.00004375065,0.00007463658,0.0002481467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009105513,0.004451585,0.9035972,0.00007485084,0.0003599899,0.0005401252,0.0004080052,0.0007174023,0.01868122,0.00004592309,0.0004950513,0.06152305],"study_design_scores_gemma":[0.0004208375,0.02254894,0.9742005,0.000006803547,0.00007291186,0.0005993744,0.0000864457,0.0006478124,0.0009752875,0.0000148864,0.0004155718,0.00001066178],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996031,0.000112851,0.00007259307,0.00001975566,0.000002973952,0.00001022282,0.00001966785,0.000003225905,0.0001555973],"genre_scores_gemma":[0.9996498,0.0000508759,0.00009245794,0.00002599749,0.000009361683,0.000008577633,0.00006377976,7.88831e-7,0.00009826339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007770779,"threshold_uncertainty_score":0.003201187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02061624608435319,"score_gpt":0.2681486502437761,"score_spread":0.2475324041594229,"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."}}