{"id":"W4386893698","doi":"10.1016/j.giec.2023.07.005","title":"Endoscopic Management of Tumor Bleeding","year":2023,"lang":"en","type":"review","venue":"Gastrointestinal Endoscopy Clinics of North America","topic":"Gastrointestinal Bleeding Diagnosis and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Trillium Health Centre; University of Toronto","funders":"","keywords":"Medicine; Coagulopathy; Gastrointestinal bleeding; Surgery; Endoscopy; Intensive care medicine; General surgery","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":[0.0004216926,0.001011069,0.004952547,0.0007024382,0.0000722355,0.0000188348,0.0005945416,0.00007367986,0.00008606908],"category_scores_gemma":[0.0008411739,0.0008550974,0.001698977,0.001509332,0.0004920868,0.00006299684,0.0004299247,0.0007884787,0.000269506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001949235,"about_ca_system_score_gemma":0.0005302838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007127819,"about_ca_topic_score_gemma":0.000003421432,"domain_scores_codex":[0.9940071,0.0001358049,0.003034429,0.001021892,0.0008966856,0.0009041103],"domain_scores_gemma":[0.9930924,0.00201605,0.003026489,0.00101023,0.0003880786,0.0004667996],"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":[0.0003060953,0.002208094,0.04969229,0.1440644,0.002578661,0.003270308,0.0000305153,0.00003202572,0.000003227352,0.0001078159,0.0008957502,0.7968108],"study_design_scores_gemma":[0.005368864,0.02166611,0.01625174,0.7394891,0.03020642,0.006132916,0.0003956828,0.00009462373,0.00001455543,0.00006747746,0.1789789,0.001333671],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001644514,0.9908625,0.000523716,0.00006214902,0.0005111824,0.003488502,0.0006311722,0.0003738735,0.001902393],"genre_scores_gemma":[0.0002686898,0.871941,0.1265057,0.00002902817,0.0001640568,0.0002522319,0.000378951,0.000201043,0.0002593459],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7954772,"threshold_uncertainty_score":0.99939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07145458035622729,"score_gpt":0.3704283889531169,"score_spread":0.2989738085968896,"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."}}