{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009852559,0.00244759,0.01628158,0.006041119,0.000602338,0.002837713,0.002188588,0.002091162,0.004355801],"category_scores_gemma":[0.02136253,0.001321073,0.0335075,0.00647775,0.0005467326,0.001587942,0.001233377,0.001726839,0.0002833093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002347174,"about_ca_system_score_gemma":0.003743633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006038609,"about_ca_topic_score_gemma":0.01265253,"domain_scores_codex":[0.9937407,0.002966488,0.001677655,0.0006331832,0.0007215589,0.0002603502],"domain_scores_gemma":[0.9873939,0.008869326,0.002142747,0.0003185747,0.001055948,0.0002195303],"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":[0.001911137,0.00005671809,0.003366684,0.5015499,0.4796327,0.000164866,0.00008074984,0.0005299217,0.0001616192,0.0001314529,0.0005813046,0.01183288],"study_design_scores_gemma":[0.0006383412,0.0003182904,0.003829353,0.03571944,0.9572887,0.0001228428,0.0000485231,0.0001932684,0.00009716702,0.0001518597,0.001569844,0.00002232683],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004141385,0.9943801,0.0003263158,0.0001778014,0.0001083972,0.0002697694,0.0003746248,0.00001496044,0.0002066925],"genre_scores_gemma":[0.1162022,0.8794481,0.00165104,0.0006220547,0.000221191,0.0009738979,0.0006127694,0.00001482379,0.0002538743],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01628158,"threshold_uncertainty_score":0.0521059,"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."}}