{"id":"W4388761191","doi":"10.7759/cureus.48954","title":"Assessing the Predictive Factors for Bleeding in Esophageal Variceal Disease: A Systematic Review","year":2023,"lang":"en","type":"review","venue":"Cureus","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Esophageal varices; Internal medicine; Systematic review; Gastroenterology; Endoscopic ultrasound; Upper gastrointestinal bleeding; Ascites; Portal hypertension; Radiology; Endoscopy; MEDLINE; Cirrhosis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005620036,0.0003392113,0.001902095,0.0001091935,0.00009660077,0.00006411009,0.0001964133,0.0001237029,0.00001351719],"category_scores_gemma":[0.0001922863,0.0001869969,0.0005982379,0.0004346681,0.0000279781,0.0001823831,0.00002534166,0.0002746132,0.00002465868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002428735,"about_ca_system_score_gemma":0.0005120814,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001190372,"about_ca_topic_score_gemma":0.000002724369,"domain_scores_codex":[0.9980516,0.0002209103,0.0007715425,0.0003558734,0.0003347644,0.0002652933],"domain_scores_gemma":[0.997834,0.001213305,0.0003611927,0.0003587679,0.00007255637,0.00016023],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000005391148,0.00003919562,0.00005198259,0.9977772,0.001277309,0.00009147309,0.0001426189,1.982101e-7,1.069749e-8,0.00008593432,0.00006310841,0.0004655822],"study_design_scores_gemma":[0.0002172993,0.00003363275,0.0004044171,0.9196618,0.07844965,0.00001402363,0.0001189099,0.00005378604,2.987824e-8,0.00004030625,0.0008467371,0.000159446],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000005449923,0.9910631,0.0001833623,0.00002983121,0.000257186,0.007979238,0.0003080595,0.00008964806,0.00008412047],"genre_scores_gemma":[0.0001736632,0.9963698,0.00001273181,0.00007263239,0.0002141205,0.001766231,0.001192872,0.00006856444,0.0001294182],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.07811543,"threshold_uncertainty_score":0.7625511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1183476502393211,"score_gpt":0.4224915854206255,"score_spread":0.3041439351813043,"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."}}