{"id":"W2943133717","doi":"10.1017/cem.2019.150","title":"MP15: Blood transfusion in upper gastrointestinal bleeding: evaluating physician practices in the emergency department","year":2019,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Medicine","topic":"Gastrointestinal Bleeding Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Emergency department; Upper gastrointestinal bleeding; Emergency medicine; Blood transfusion; Transfusion medicine; Gastrointestinal bleeding; Intensive care medicine; Medical emergency; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001357789,0.0004516952,0.0005504712,0.001990494,0.0008511303,0.001266875,0.0007908989,0.0009792532,0.006071136],"category_scores_gemma":[0.008845641,0.0002655967,0.0007091309,0.001928876,0.0002709667,0.0009050649,0.001225505,0.000890144,0.001264221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001906217,"about_ca_system_score_gemma":0.00441595,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02496956,"about_ca_topic_score_gemma":0.04167355,"domain_scores_codex":[0.9982182,0.0004123928,0.0004585794,0.0001320624,0.0005008477,0.000277805],"domain_scores_gemma":[0.9926187,0.001002819,0.002480645,0.0000813958,0.001658571,0.002157792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002081657,0.0001684368,0.9606435,0.000151969,0.00006419429,0.0004500339,0.0004399692,0.000107116,0.000166487,0.0001052247,0.01329488,0.02420001],"study_design_scores_gemma":[0.0000340652,0.0001823131,0.992768,0.000272216,0.00003993663,0.0009640574,0.00114048,0.0003350237,0.0001021426,0.00008301019,0.00406325,0.00001556991],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9524294,0.003366729,0.0006807565,0.01221425,0.0003613385,0.000560912,0.009030169,0.000158117,0.0211982],"genre_scores_gemma":[0.9781794,0.003015269,0.005522656,0.002382592,0.0005926238,0.0004660161,0.006093654,0.00005187847,0.003695957],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02496956,"threshold_uncertainty_score":0.0496484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1079182341030023,"score_gpt":0.3764417241844754,"score_spread":0.2685234900814731,"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."}}