{"id":"W1498699447","doi":"10.1155/2007/636032","title":"The Role of Rapid Endoscopy for High-Risk Patients with Acute Nonvariceal Upper Gastrointestinal Bleeding","year":2007,"lang":"en","type":"article","venue":"Canadian Journal of Gastroenterology","topic":"Gastrointestinal Bleeding Diagnosis and Treatment","field":"Medicine","cited_by":82,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine; Endoscopy; Adverse effect; Retrospective cohort study; Confounding; Internal medicine; Prospective cohort study; Gastrointestinal bleeding; Surgery; Blood transfusion","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002210179,0.0002744303,0.0004959913,0.0006317641,0.0001968649,0.0007422713,0.0004081324,0.0004935634,0.001625989],"category_scores_gemma":[0.01375621,0.0001379267,0.0003570435,0.0004902395,0.0002989233,0.0006935308,0.0003323805,0.0005271055,0.0001674277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003376759,"about_ca_system_score_gemma":0.0006459979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008483665,"about_ca_topic_score_gemma":0.00142234,"domain_scores_codex":[0.9989185,0.0005702339,0.0001560003,0.000121516,0.000158149,0.00007555188],"domain_scores_gemma":[0.9857587,0.006693422,0.005240818,0.0002603977,0.0007724761,0.001274218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001596308,0.0001310223,0.9220873,0.000610306,0.0001121376,0.0007212341,0.0001126437,0.0002007107,0.0005421498,0.00005907084,0.001048252,0.0727789],"study_design_scores_gemma":[0.0001379399,0.001167836,0.991932,0.00043863,0.0001366332,0.003935369,0.0002864097,0.0004607523,0.0002757745,0.00008398137,0.001126764,0.00001794443],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9730576,0.02293334,0.0003568977,0.001643103,0.00009782222,0.00004259804,0.0001121416,0.0000209702,0.001735504],"genre_scores_gemma":[0.9961995,0.002668273,0.0006380241,0.0001539374,0.0001758265,0.00001367326,0.00008689859,0.000002992515,0.00006079171],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002210179,"threshold_uncertainty_score":0.01168871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005807907735580311,"score_gpt":0.2173896632531067,"score_spread":0.2115817555175263,"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."}}