{"id":"W4288514989","doi":"10.14218/jcth.2022.00240","title":"Pre-emptive TIPSS in Acute Variceal Bleeding: Current Status, Controversies, and Future Directions","year":2022,"lang":"en","type":"review","venue":"Journal of Clinical and Translational Hepatology","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Duke-NUS Medical School","keywords":"Medicine; Transjugular intrahepatic portosystemic shunt; Cirrhosis; Ascites; Portal hypertension; Intensive care medicine; Internal medicine; Shunt (medical); Gastroenterology","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":[0.001516997,0.0006500504,0.001827841,0.002192711,0.0002912445,0.001468498,0.0009815701,0.001421802,0.004251178],"category_scores_gemma":[0.003213482,0.0002575952,0.001059573,0.002233052,0.000568819,0.001744325,0.0007238676,0.00185738,0.00104794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005991585,"about_ca_system_score_gemma":0.002407321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001347694,"about_ca_topic_score_gemma":0.002706322,"domain_scores_codex":[0.9996368,0.00009588862,0.00009024265,0.00005666933,0.00008808672,0.00003233556],"domain_scores_gemma":[0.9980781,0.001307167,0.0002119674,0.00002996956,0.0003010559,0.00007175967],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000152691,0.0000647113,0.0003396144,0.06421794,0.0002571337,0.0001615859,0.0001007179,0.0002666012,0.0003568306,0.002448494,0.02611033,0.9055232],"study_design_scores_gemma":[0.00008496949,0.0002455986,0.002288626,0.07104184,0.001326923,0.001794985,0.0002578057,0.0002419443,0.0002699599,0.004294528,0.9181053,0.00004740146],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005298695,0.9991525,0.00003210332,0.0004517547,0.0001082586,0.000002020861,0.00001010753,0.000003038576,0.0001872355],"genre_scores_gemma":[0.0003783122,0.999106,0.00008393991,0.0002195181,0.0001361813,0.000003275232,0.00001131463,7.615009e-7,0.00006078532],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004251178,"threshold_uncertainty_score":0.01422161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08651812074526231,"score_gpt":0.4353631966629075,"score_spread":0.3488450759176452,"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."}}