{"id":"W4387002130","doi":"10.1097/md.0000000000035266","title":"Primary prevention of hepatic encephalopathy post-TIPS: A systematic review and meta-analysis","year":2023,"lang":"en","type":"review","venue":"Medicine","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Medicine; Rifaximin; Hepatic encephalopathy; Lactulose; Internal medicine; Cirrhosis; Transjugular intrahepatic portosystemic shunt; Meta-analysis; MEDLINE; Cochrane Library; Spontaneous bacterial peritonitis; Gastroenterology; Ascites; Surgery; Intensive care medicine; Portal hypertension; Antibiotics","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":[0.001163778,0.0003920576,0.01124637,0.0006629047,0.00002715717,0.000003995265,0.00012017,0.0001242313,0.0003365339],"category_scores_gemma":[0.0001679229,0.0002131896,0.001851489,0.001408491,0.00009173019,0.00005671698,0.00002504572,0.0001797803,0.00004300252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004678574,"about_ca_system_score_gemma":0.0001873752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005767115,"about_ca_topic_score_gemma":0.00000951766,"domain_scores_codex":[0.9966555,0.0004794322,0.001682214,0.0004084344,0.0006153766,0.0001590472],"domain_scores_gemma":[0.9976978,0.0004063284,0.0009369785,0.0005931921,0.0002076274,0.0001580345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.000004271278,0.00003485924,0.000002640081,0.8092949,0.1896381,0.00005695199,0.00009872793,9.010782e-9,1.68953e-7,0.00001037388,0.00003123605,0.0008277232],"study_design_scores_gemma":[0.0001817739,0.0001849828,0.00002434191,0.274974,0.7240224,0.00007222789,0.00001983239,6.995379e-7,8.650898e-8,0.00001215622,0.0004038982,0.0001035278],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000003057413,0.9947777,0.00008313751,0.000283582,0.00002911887,0.004503639,0.0001354318,0.00004875642,0.0001355314],"genre_scores_gemma":[0.00003028317,0.9955262,0.00003931169,0.0004646771,0.00004167551,0.0006023336,0.002105705,0.00003845524,0.001151366],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5343843,"threshold_uncertainty_score":0.8693619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1146901193412555,"score_gpt":0.3845075894909225,"score_spread":0.2698174701496669,"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."}}