{"id":"W1811517156","doi":"10.1002/bjs.9351","title":"Multidisciplinary management strategies for acute non-variceal upper gastrointestinal bleeding","year":2013,"lang":"en","type":"review","venue":"British journal of surgery","topic":"Gastrointestinal Bleeding Diagnosis and Treatment","field":"Medicine","cited_by":78,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Medicine; Upper gastrointestinal bleeding; Endoscopy; Coagulopathy; Gastrointestinal bleeding; Embolization; Surgery; Interventional radiology","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"],"consensus_categories":[],"category_scores_codex":[0.0006553293,0.0005481533,0.002960385,0.0006371044,0.0001396288,0.0002906526,0.0002031957,0.0001235537,0.0002177586],"category_scores_gemma":[0.00007426932,0.0004828315,0.002037016,0.0002585863,0.00008681227,0.0002759311,0.0001134652,0.0005802803,0.00005929941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002465397,"about_ca_system_score_gemma":0.0005384539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002499001,"about_ca_topic_score_gemma":9.296646e-7,"domain_scores_codex":[0.9968275,0.0000483598,0.001599171,0.0004066013,0.0004804803,0.000637867],"domain_scores_gemma":[0.996814,0.0007042036,0.001448474,0.0001944634,0.0004247091,0.0004141945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00006321078,0.0008032911,0.00150273,0.0146931,0.003275378,0.01662024,0.000008335454,0.000001445178,0.000002396589,0.00003717579,0.03508819,0.9279045],"study_design_scores_gemma":[0.001670208,0.001282259,0.00539256,0.4143971,0.02171907,0.3566565,0.0003301694,0.00001507858,0.000001300224,0.00009678753,0.1977648,0.0006741696],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007260241,0.9939225,0.001385848,0.00007558502,0.0005345157,0.001422401,0.00005878923,0.00004298987,0.001831363],"genre_scores_gemma":[0.00008360614,0.9269674,0.07014994,0.00001703207,0.0007750388,0.0001908329,0.0000677167,0.0001792495,0.001569169],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9272304,"threshold_uncertainty_score":0.9997624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07123300292355238,"score_gpt":0.3488406669341527,"score_spread":0.2776076640106003,"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."}}