{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001586678,0.0003316967,0.0003718263,0.001231342,0.0005824052,0.001090504,0.0009545871,0.0006593026,0.001249618],"category_scores_gemma":[0.003576018,0.0004254026,0.000866314,0.001941678,0.0003004086,0.0006887712,0.00108467,0.0008085746,0.0003902428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001867685,"about_ca_system_score_gemma":0.001851443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1029261,"about_ca_topic_score_gemma":0.138228,"domain_scores_codex":[0.9988576,0.0002160633,0.0001441939,0.0002447197,0.0002083615,0.0003290446],"domain_scores_gemma":[0.9953039,0.0004692454,0.00235299,0.0002840558,0.0006638507,0.0009260981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008395568,0.00002611792,0.9992642,0.00000455843,0.00002806526,0.00001467334,0.00008199998,0.00002364157,0.00002152692,0.000004812618,0.0001599969,0.00028655],"study_design_scores_gemma":[0.000004644493,0.00006623287,0.9992201,0.000007111983,0.00001618335,0.00005473493,0.0003939553,0.00008560134,0.0000250988,0.000004169217,0.0001187014,0.000003307203],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970086,0.0001062222,0.00003661212,0.00005278348,0.000005129696,0.00001300378,0.002458434,0.000002322192,0.0003168574],"genre_scores_gemma":[0.9973484,0.00009020814,0.00004753898,0.00003327068,0.000007346004,0.00001912034,0.002274255,0.000002298855,0.0001774569],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1029261,"threshold_uncertainty_score":0.204654,"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."}}