{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004617719,0.0002028327,0.001663175,0.0002771967,0.00007385937,0.00001050499,0.00005363653,0.000244952,0.0001408245],"category_scores_gemma":[0.00001702632,0.000152049,0.0004291223,0.0001781389,0.0001401386,0.0001288726,0.00001310775,0.001222813,9.250075e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002437529,"about_ca_system_score_gemma":0.0008924698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000121965,"about_ca_topic_score_gemma":0.00001889247,"domain_scores_codex":[0.9975929,0.0003377555,0.001376427,0.0002410935,0.0002756513,0.0001761718],"domain_scores_gemma":[0.997125,0.001937022,0.0005406392,0.0000585762,0.0000851504,0.0002535609],"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":[0.001487455,0.0004098416,0.07842451,0.002645793,0.003203629,0.0003027939,0.0003081233,1.976895e-7,1.430905e-8,0.00115022,0.00005059873,0.9120168],"study_design_scores_gemma":[0.003360827,0.0004541178,0.0579471,0.0008615179,0.01228741,0.001135204,0.00002510122,0.00002835885,1.086014e-8,0.0004380636,0.9233394,0.0001229521],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002216281,0.9952375,0.00004053182,0.0007021368,0.001016633,0.0003299106,0.0003015256,0.000005919882,0.0001495775],"genre_scores_gemma":[0.001860925,0.9969564,0.0001374697,0.00008357679,0.0007142058,0.00001087171,0.000207418,0.00001331864,0.00001582429],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9232888,"threshold_uncertainty_score":0.6200379,"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."}}