{"id":"W3091490903","doi":"10.1111/trf.16136","title":"Evaluating blood product quality post expiry to mitigate blood shortages during the <scp>COVID</scp>‐19 pandemic in <scp>Canada</scp>","year":2020,"lang":"en","type":"letter","venue":"Transfusion","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services","funders":"Canadian Blood Services","keywords":"Coronavirus disease 2019 (COVID-19); Economic shortage; Pandemic; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Business; Blood product; Quality (philosophy); Blood preservation; Product (mathematics); Medicine; Virology; Andrology; Internal medicine; Outbreak; Surgery; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":true,"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":[0.003858265,0.0002182729,0.0001911632,0.000476939,0.0040952,0.00264496,0.001064006,0.01117535,0.008890822],"category_scores_gemma":[0.01299238,0.0002040383,0.0003167179,0.0003624259,0.001156706,0.0009635694,0.001151777,0.006367256,0.002549548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01261697,"about_ca_system_score_gemma":0.0572226,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4677372,"about_ca_topic_score_gemma":0.7316607,"domain_scores_codex":[0.9978763,0.0004219831,0.0001937899,0.00009408337,0.0007026934,0.0007112565],"domain_scores_gemma":[0.9878065,0.002621776,0.0005972246,0.0001844944,0.005491232,0.003298815],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005513998,0.00006401761,0.01360956,0.00004226192,0.000006875752,0.001186096,0.0005281899,0.0001992097,0.0005545758,0.002014321,0.9558924,0.02584734],"study_design_scores_gemma":[0.00007087446,0.0001790041,0.05127672,0.0008396021,0.00003140551,0.001032453,0.005844947,0.001991238,0.001399007,0.007337106,0.9299179,0.00007980981],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.008740845,0.0009633703,0.0003771897,0.9275801,0.002833585,0.0001207358,0.0004215706,0.0001206122,0.058842],"genre_scores_gemma":[0.09772237,0.001718889,0.0022767,0.8075825,0.002516366,0.0001020202,0.0004548115,0.0001015938,0.08752487],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.5322628,"threshold_uncertainty_score":0.9300293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05287583736691141,"score_gpt":0.2989399352441626,"score_spread":0.2460640978772512,"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."}}