{"id":"W2921528687","doi":"10.1093/jcag/gwz006.223","title":"A224 BLOOD TRANSFUSION IN UPPER GASTROINTESTINAL BLEEDING: EVALUATING PHYSICIAN PRACTICES IN THE EMERGENCY DEPARTMENT","year":2019,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Gastrointestinal motility and disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; University of Calgary; University of Alberta","funders":"","keywords":"Emergency department; Emergency physician; Medicine; Upper gastrointestinal bleeding; Blood transfusion; Gastrointestinal bleeding; Medical emergency; Emergency medicine; Intensive care medicine; Surgery; Nursing; Endoscopy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001881956,0.000165866,0.0002912062,0.002508672,0.0006258058,0.00103939,0.0005740104,0.0005130006,0.001451989],"category_scores_gemma":[0.01012277,0.0002000175,0.0002667682,0.002256299,0.0003371453,0.000930789,0.0006863722,0.0004971507,0.0003121905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001272102,"about_ca_system_score_gemma":0.001734224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01918406,"about_ca_topic_score_gemma":0.03373288,"domain_scores_codex":[0.9981045,0.0005158536,0.0005190227,0.0001478906,0.0005102205,0.000202607],"domain_scores_gemma":[0.9940154,0.001144837,0.002598693,0.0001094022,0.001436308,0.0006953803],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003460998,0.0000266601,0.9933623,0.00005109344,0.0000166412,0.0004559588,0.0003811612,0.00003314896,0.00006640533,0.00002127881,0.0007606993,0.004789954],"study_design_scores_gemma":[0.00000798757,0.0000946847,0.9927956,0.0001946177,0.00003240614,0.00186816,0.00285704,0.0005663414,0.0001009452,0.0000394223,0.001432239,0.0000104155],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910383,0.003243622,0.0003592835,0.001425293,0.00005445958,0.000103343,0.0005555275,0.00001991201,0.003200291],"genre_scores_gemma":[0.9956714,0.001775408,0.001352101,0.0003186312,0.00007575881,0.00004539686,0.0004964237,0.000004896525,0.0002600061],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01918406,"threshold_uncertainty_score":0.03814477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02244231076259637,"score_gpt":0.2902114962693583,"score_spread":0.2677691855067619,"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."}}