{"id":"W2216993633","doi":"10.1111/tme.12266","title":"Modern‐day management of upper gastrointestinal haemorrhage","year":2015,"lang":"en","type":"review","venue":"Transfusion Medicine","topic":"Gastrointestinal Bleeding Diagnosis and Treatment","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"National Institute for Health and Care Research","keywords":"Medicine; Etiology; Blood transfusion; Cirrhosis; Intensive care medicine; Upper gastrointestinal bleeding; Tranexamic acid; Fibrinogen; Blood loss; Surgery; Internal medicine; Endoscopy","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009113814,0.0007726107,0.003601195,0.0004467675,0.00005384896,0.000006268971,0.0002557151,0.0001429189,0.001037251],"category_scores_gemma":[0.0000798964,0.0004829129,0.0006411549,0.0005167199,0.0002528396,0.00004960485,0.00006841603,0.0005535547,0.000106416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002762031,"about_ca_system_score_gemma":0.0001951322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005732224,"about_ca_topic_score_gemma":0.000002155286,"domain_scores_codex":[0.996158,0.0001227642,0.001391278,0.0007218681,0.001110031,0.0004960434],"domain_scores_gemma":[0.9978275,0.0002028715,0.0004022073,0.0007454343,0.0002761307,0.0005459055],"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":[0.00008908167,0.0006767465,0.0007442854,0.04139202,0.0003964156,0.001730108,0.0001166816,9.238556e-7,0.000006378221,0.0002082128,0.004579954,0.9500592],"study_design_scores_gemma":[0.005850573,0.005342169,0.0006556867,0.3808085,0.01969028,0.008302529,0.0002347077,0.00004957647,0.000003843002,0.0001633562,0.5783676,0.0005311577],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001214735,0.9858858,0.0013157,0.0005541327,0.0002027515,0.002134812,0.00003623268,0.0001137537,0.009635326],"genre_scores_gemma":[0.00006785546,0.9873566,0.009722268,0.00007306375,0.0003138966,0.0001649856,0.0003706988,0.0001149033,0.001815718],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.949528,"threshold_uncertainty_score":0.999876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08483911328052195,"score_gpt":0.360740688267113,"score_spread":0.2759015749865911,"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."}}