{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006704524,0.0001969112,0.0005496952,0.0003213704,0.00003668804,0.000002626994,0.0001313793,0.0000684996,0.00002918597],"category_scores_gemma":[0.001414224,0.000171856,0.0001024891,0.0008373244,0.00009635414,0.00009175247,0.00001915509,0.0002563785,0.000002816655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001918854,"about_ca_system_score_gemma":0.0008885287,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1393862,"about_ca_topic_score_gemma":0.4953873,"domain_scores_codex":[0.9976441,0.00007407623,0.000855527,0.0003577023,0.0007307545,0.0003378796],"domain_scores_gemma":[0.9982527,0.0007133682,0.0002204299,0.0003208145,0.0003511822,0.000141475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003423755,0.002270479,0.03449998,0.00303082,0.0001915125,0.0002736695,0.01703146,0.0001009169,0.1944388,0.0001623211,0.008454521,0.7361218],"study_design_scores_gemma":[0.03092274,0.01174567,0.7730165,0.004576716,0.001772924,0.00005232705,0.0102559,0.0009578849,0.1302554,0.0007741774,0.03465542,0.001014322],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895381,0.0009281543,0.0005978005,0.005401112,0.001162633,0.001657013,0.0001907402,0.00007227805,0.0004521293],"genre_scores_gemma":[0.9963092,0.00237768,0.0008377605,0.00007178723,0.0001126989,0.00009065378,0.0001367893,0.0000405587,0.000022829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7385166,"threshold_uncertainty_score":0.8663447,"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."}}