{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002028886,0.0001215674,0.0002171003,0.00007126175,0.00003031275,0.00001155939,0.00004711152,0.00004352532,0.00004627614],"category_scores_gemma":[0.00001127072,0.00008893447,0.00003195643,0.000240122,0.00004125439,0.0002001089,0.000004201869,0.00008929352,0.000004516517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002230016,"about_ca_system_score_gemma":0.00008536971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006200033,"about_ca_topic_score_gemma":0.0005762718,"domain_scores_codex":[0.998906,0.0001073863,0.0003256644,0.0002229087,0.0002769155,0.0001611094],"domain_scores_gemma":[0.9995518,0.00007394866,0.00009243747,0.00008962752,0.00004443815,0.0001477275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006306728,0.0003965904,0.9655233,0.002842823,0.0001803963,0.000177027,0.01301217,0.0002087199,0.01086869,0.0000551739,0.00001239601,0.0004159878],"study_design_scores_gemma":[0.0070948,0.0002533789,0.9671926,0.0002730112,0.000290355,0.000003160452,0.000580848,0.01987322,0.004326402,0.000007249507,0.000002023653,0.0001029343],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997196,0.0001678998,0.0009221349,0.0008338994,0.00001107309,0.0006150526,0.0001627714,0.00004670694,0.00004442619],"genre_scores_gemma":[0.9977232,0.0007463549,0.0002118086,0.000875368,0.00001382893,0.0000324402,0.0003813459,0.00001011286,0.00000553568],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0196645,"threshold_uncertainty_score":0.3626643,"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."}}