{"id":"W3123855920","doi":"10.1111/trf.16265","title":"Adaptations of transfusion systems to the <scp>COVID</scp>‐19 pandemic in <scp>British Columbia, Canada</scp>: Early experiences of a large tertiary care center and survey of provincial activities","year":2021,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Inland Hospital; St. Paul's Hospital; Vancouver Hospital and Health Sciences Centre; University of Northern British Columbia; Vancouver General Hospital; Children's & Women's Health Centre of British Columbia; Kelowna General Hospital; University of British Columbia Hospital; Royal Jubilee Hospital; Royal Columbian Hospital; University of British Columbia","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Tertiary care; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Center (category theory); Medicine; Medical emergency; Virology; Family medicine; Infectious disease (medical specialty); Outbreak; Internal medicine","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":[0.00122067,0.000258389,0.0001973071,0.0003991956,0.008729888,0.002721926,0.001651414,0.0006028728,0.003331661],"category_scores_gemma":[0.004208404,0.0003792171,0.0001577663,0.001227119,0.002414903,0.0005058937,0.002686621,0.001135336,0.0003775913],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05089983,"about_ca_system_score_gemma":0.0693727,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9761482,"about_ca_topic_score_gemma":0.9904796,"domain_scores_codex":[0.9974365,0.0005201569,0.00006264506,0.0001604085,0.00043545,0.001384886],"domain_scores_gemma":[0.9963298,0.0002918355,0.0003722059,0.00008992182,0.001062472,0.001853761],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003783884,0.0005038161,0.6015809,0.0003297641,0.00005284811,0.003659511,0.2835355,0.002241683,0.005177172,0.001492205,0.02174503,0.0793031],"study_design_scores_gemma":[0.00001786817,0.0001944072,0.5919955,0.0001303037,0.00001649023,0.0003573017,0.3833607,0.0009287722,0.000511669,0.0001394111,0.02228623,0.00006139679],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928274,0.0001475021,0.0002006423,0.00180304,0.00001393971,0.00008867071,0.0001729026,0.00002425542,0.004721617],"genre_scores_gemma":[0.9960552,0.0002251898,0.0002852256,0.0005186258,0.000003273756,0.00002835075,0.0001173382,0.00001164376,0.002755083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9491001,"threshold_uncertainty_score":0.3693058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01654820578854426,"score_gpt":0.230864457427419,"score_spread":0.2143162516388748,"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."}}