{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002308216,0.001034415,0.00102006,0.0006424582,0.00105077,0.0007972117,0.001366068,0.0005412696,0.0002442987],"category_scores_gemma":[0.004076275,0.0008775336,0.0003522236,0.001781146,0.0001169422,0.001281683,0.000286112,0.003423272,0.0001278463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001207648,"about_ca_system_score_gemma":0.0006569231,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1204463,"about_ca_topic_score_gemma":0.211993,"domain_scores_codex":[0.9924284,0.0005131919,0.001583069,0.001927271,0.002356391,0.001191738],"domain_scores_gemma":[0.9954417,0.002216425,0.0007514037,0.0009975405,0.0004649805,0.0001279394],"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":[0.0001654814,0.001641397,0.312381,0.01793633,0.001935947,0.004494227,0.01219531,0.001784826,0.1702587,0.0004431539,0.4653283,0.01143532],"study_design_scores_gemma":[0.004958107,0.00009887225,0.06243962,0.0007023835,0.002008351,0.00009133943,0.003120067,0.0002230856,0.00167925,0.0003258401,0.923785,0.0005681276],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.79849,0.0007228569,0.00002755377,0.1938476,0.001009318,0.002334728,0.0001010097,0.0004313858,0.003035483],"genre_scores_gemma":[0.4133417,0.0005788901,0.0001499192,0.5751249,0.007133092,0.0003950364,0.0006222724,0.0002738671,0.002380334],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4584567,"threshold_uncertainty_score":0.9993675,"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."}}