{"id":"W4284973922","doi":"10.1111/trf.17023","title":"Hospital red blood cell and platelet supply and utilization from March to December of the first year of the <scp>COVID</scp>‐19 pandemic: The <scp>BEST</scp> collaborative study","year":2022,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; University of Calgary","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Medicine; Platelet; Red blood cell; Virology; Immunology; Internal medicine; Infectious disease (medical specialty); Outbreak; Disease","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":[0.0006200098,0.0001852462,0.0002178368,0.0001025372,0.0008222677,0.0001138689,0.0003904266,0.00006315343,0.0001237961],"category_scores_gemma":[0.0002186032,0.0001139159,0.00006271058,0.001102059,0.0001118164,0.0003544624,0.000294785,0.0002772932,0.000003540602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001307005,"about_ca_system_score_gemma":0.00005669122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001311887,"about_ca_topic_score_gemma":0.002416459,"domain_scores_codex":[0.9983676,0.0001544867,0.0003451129,0.0003566287,0.0006021078,0.0001740725],"domain_scores_gemma":[0.9985647,0.0006494097,0.0002589629,0.0003283558,0.0001743359,0.0000242834],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005299975,0.001068867,0.9733034,0.0001054765,0.0001062291,0.00000312522,0.01696955,0.0002043287,0.00436705,0.0004130373,0.002394241,0.001011629],"study_design_scores_gemma":[0.006832322,0.0003520362,0.7135605,0.00007164973,0.0008355661,0.000005171426,0.06983475,0.0005279222,0.002572552,0.0009872463,0.2043067,0.0001135585],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943677,0.0002654257,0.00004220223,0.00128633,0.0002686422,0.001734795,0.00009940711,0.00002873621,0.001906831],"genre_scores_gemma":[0.9986259,0.00028686,0.00003723877,0.0005986429,0.00006036114,0.00007187794,0.00001713212,0.00002464258,0.000277331],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.259743,"threshold_uncertainty_score":0.6324301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02018372223478647,"score_gpt":0.2405741753052907,"score_spread":0.2203904530705042,"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."}}