{"id":"W2100146243","doi":"10.4021/gr2009.02.1275","title":"Management of Variceal Hemorrhage","year":2009,"lang":"en","type":"review","venue":"Gastroenterology Research","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Balloon tamponade; Portal hypertension; Varices; Complication; Tamponade; Cirrhosis; Gastric varices; Surgery; General surgery; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005740689,0.0001937481,0.001034309,0.0004913092,0.00004372375,0.000006696177,0.0002231932,0.00017193,0.00013482],"category_scores_gemma":[0.000001367128,0.0001546794,0.0003152199,0.0002794163,0.000141895,0.00002795771,0.00007068001,0.0006204014,0.0001569759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000723353,"about_ca_system_score_gemma":0.0001055818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006953152,"about_ca_topic_score_gemma":0.000001143025,"domain_scores_codex":[0.9978048,0.0003956507,0.0004251545,0.000366338,0.0004926312,0.0005154058],"domain_scores_gemma":[0.9991475,0.0000600049,0.00009349777,0.0004202728,0.0001196447,0.000159045],"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":[0.000764892,0.0006078017,0.001033292,0.1123067,0.003204919,0.005052655,0.0000416129,1.22127e-7,6.598245e-7,0.0002426594,0.0003075029,0.8764372],"study_design_scores_gemma":[0.01918386,0.017634,0.07211569,0.1631642,0.1149501,0.01080824,0.0004151178,0.00004619178,0.00001570634,0.0008287739,0.5996618,0.001176305],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008772008,0.994141,0.00007773578,0.00005608028,0.00006003729,0.001082463,0.00005157873,0.00002301058,0.003630934],"genre_scores_gemma":[0.000888937,0.9973564,0.0005036166,0.00003220458,0.0000858457,0.00007482515,0.0003779034,0.00002344571,0.0006568917],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8752609,"threshold_uncertainty_score":0.6307641,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1151413708642306,"score_gpt":0.4417593892594412,"score_spread":0.3266180183952105,"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."}}