{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006646781,0.0001605092,0.0003895083,0.0001499941,0.0002538499,0.0001897943,0.0002247666,0.0001146503,0.00004453438],"category_scores_gemma":[0.000452183,0.000176444,0.00007394817,0.000783823,0.00008680845,0.0007355821,0.00005491696,0.0001911939,5.713439e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000348007,"about_ca_system_score_gemma":0.0004368925,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9022024,"about_ca_topic_score_gemma":0.9937441,"domain_scores_codex":[0.9979246,0.0001938419,0.0006290071,0.0003726984,0.0006036573,0.0002761749],"domain_scores_gemma":[0.998364,0.0007189919,0.0002448894,0.0002047548,0.0004242995,0.00004310965],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001946169,0.0002960659,0.9580877,0.0007808321,0.00003664503,0.0000160212,0.03314561,0.00007472695,0.003535794,0.00007050945,0.0003993332,0.003537334],"study_design_scores_gemma":[0.001577816,0.0000399681,0.8568529,0.0003115737,0.00007050353,0.00001028755,0.1331919,0.000271124,0.000353112,0.00000877392,0.007246138,0.00006582603],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961498,0.001171952,0.0002954834,0.00005919801,0.0003870816,0.0009190383,0.0003014645,0.00002639371,0.0006895594],"genre_scores_gemma":[0.9987494,0.0005826379,0.00002116383,0.0002305773,0.00005646158,0.0001082652,0.00007696702,0.0000217682,0.0001527905],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1012347,"threshold_uncertainty_score":0.7195176,"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."}}