{"id":"W3119145546","doi":"10.1111/trf.16243","title":"A prospective multi‐faceted interventional study of blood bank technologist screening of red blood cell transfusion orders: The <scp>START</scp> study","year":2021,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"William Osler Health System; CARE Canada; South Bruce Grey Health Centre; Trillium Health Centre; Alberta Hospital Edmonton; Windsor Regional Hospital; Health Sciences Centre; University Health Network; Northwestern Polytechnic; University of Alberta; Lakeridge Health; Saskatchewan Health Authority; Ontario Stroke Network; McMaster University; Saskatchewan Health; Brantford Energy (Canada); University of Toronto; Sunnybrook Health Science Centre; Canadian Blood Services","funders":"","keywords":"Blood bank; Medicine; Red blood cell; Prospective cohort study; Blood transfusion; Blood cell; Emergency medicine; Medical emergency; Surgery; Internal medicine","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":[0.006759976,0.0005473822,0.0006590569,0.000548776,0.000874351,0.001330143,0.0007861089,0.001234827,0.001127865],"category_scores_gemma":[0.00736737,0.0008812534,0.001052532,0.0008245591,0.000896548,0.001288075,0.001173165,0.001982967,0.0003638609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00138784,"about_ca_system_score_gemma":0.002750457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006008036,"about_ca_topic_score_gemma":0.008062964,"domain_scores_codex":[0.9937236,0.004051718,0.0003511858,0.0005450483,0.0006279777,0.0007004588],"domain_scores_gemma":[0.9877058,0.002721737,0.004588328,0.0009796355,0.001101856,0.002902661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.01742241,0.02367967,0.9470434,0.0001456334,0.0005897226,0.000174772,0.001712855,0.0001277419,0.0007871056,0.0000846552,0.0005374137,0.007694595],"study_design_scores_gemma":[0.002061903,0.04004008,0.955314,0.00003696364,0.0002310232,0.0001004677,0.00109315,0.0002894023,0.0002436712,0.00004120942,0.0005187459,0.0000293945],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993029,0.00007497819,0.00007231614,0.00004742472,0.00001051483,0.000209678,0.0000661016,0.000002523715,0.0002135447],"genre_scores_gemma":[0.9986689,0.00007051692,0.0003193025,0.0001953189,0.00003293888,0.0004028886,0.0001346076,0.00000227763,0.0001732506],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006759976,"threshold_uncertainty_score":0.03575057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02622571152246762,"score_gpt":0.2723157612626736,"score_spread":0.246090049740206,"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."}}