{"id":"W4387357880","doi":"10.1111/vox.13542","title":"Current state of technical transfusion medicine practice for out‐of‐hospital blood transfusion in Canada","year":2023,"lang":"en","type":"article","venue":"Vox Sanguinis","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Hospital and Health Sciences Centre; University of Saskatchewan; Public Health Ontario; Toronto Public Health; University of Alberta; Saskatchewan Science Centre; Regina General Hospital; Process Research Ortech (Canada); University of Regina; Oracle (Canada); Vancouver Coastal Health; Nova Scotia Health Authority; Saskatchewan Health Authority; Saskatchewan Health; Western University; Island Health; University of Toronto; Parks Canada; Sunnybrook Health Science Centre; University of British Columbia; Alberta Hospital Edmonton; Health Sciences Centre","funders":"","keywords":"Audit; Medicine; Medical emergency; Blood management; Transfusion medicine; Blood transfusion; Emergency medicine; Blood product; Business; Surgery","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":[0.001654789,0.0003199818,0.0003223563,0.002087832,0.004282983,0.002901974,0.002876255,0.0006563338,0.007262385],"category_scores_gemma":[0.008642714,0.0003381469,0.0005257259,0.006260456,0.001580285,0.0007722721,0.001222437,0.0009011655,0.0004129742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1006289,"about_ca_system_score_gemma":0.1827173,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9965174,"about_ca_topic_score_gemma":0.9968911,"domain_scores_codex":[0.9960367,0.0002562029,0.0002696937,0.0003776489,0.002024521,0.001035365],"domain_scores_gemma":[0.9802483,0.001109903,0.002689628,0.0002230991,0.009906014,0.005823063],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002435754,0.0001530491,0.7114349,0.002548656,0.0001877512,0.0008591552,0.01256143,0.001102936,0.001056327,0.004984932,0.06859515,0.1962721],"study_design_scores_gemma":[0.00002457455,0.00009127228,0.9144952,0.001779122,0.00008980224,0.0006662868,0.01666643,0.001201111,0.0003477007,0.00032238,0.06421241,0.0001036658],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7970713,0.04185375,0.002514181,0.05045763,0.0006300179,0.0003440829,0.0137757,0.0005079124,0.09284551],"genre_scores_gemma":[0.9725674,0.01540133,0.00219002,0.002916514,0.00004836162,0.00006386371,0.002235751,0.00004209636,0.004534731],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1006289,"threshold_uncertainty_score":0.730117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0239531270489312,"score_gpt":0.3182314333804271,"score_spread":0.2942783063314959,"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."}}