{"id":"W4401366633","doi":"10.1007/s43678-024-00756-7","title":"The future of prehospital whole blood transfusion in Canadian trauma care","year":2024,"lang":"en","type":"editorial","venue":"Canadian Journal of Emergency Medicine","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Transport Canada; Sunnybrook Health Science Centre; Public Health Ontario; University of Toronto; St. Michael's Hospital; University of Ottawa","funders":"Canadian Blood Services","keywords":"Medicine; Trauma care; Blood transfusion; Medical emergency; Emergency medicine; Intensive care medicine; Emergency medical services; Surgery","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01550665,0.004151592,0.005606641,0.006283855,0.006442984,0.01421074,0.006570297,0.03365768,0.013213],"category_scores_gemma":[0.04976204,0.001620088,0.004337608,0.005378978,0.004625033,0.005074449,0.001763301,0.02904982,0.003877934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02941087,"about_ca_system_score_gemma":0.04501589,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1941472,"about_ca_topic_score_gemma":0.3982761,"domain_scores_codex":[0.9881087,0.00195071,0.001563104,0.0008693867,0.006370227,0.001137919],"domain_scores_gemma":[0.9157169,0.02699692,0.00266895,0.0007843521,0.04373733,0.01009548],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004379922,0.000008136537,0.00002770854,0.0005247837,0.00002931653,0.00006165974,0.00002279986,0.00002399468,0.00001369568,0.0002305422,0.9949649,0.004048588],"study_design_scores_gemma":[0.0001645064,0.00003259766,0.0007139325,0.0022944,0.0002534329,0.0001804829,0.0002528309,0.000165229,0.00004098384,0.0006931596,0.9951532,0.00005529534],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00003174387,0.03850229,0.00003638606,0.06876738,0.8912976,0.00001422803,0.00005388055,0.00002657685,0.001269844],"genre_scores_gemma":[0.0006354771,0.03584224,0.00007923105,0.03293325,0.9270933,0.00001809183,0.00003395896,0.00001618988,0.003348301],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.8058528,"threshold_uncertainty_score":0.3860343,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01804894530329906,"score_gpt":0.3046144528936289,"score_spread":0.2865655075903299,"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."}}