{"id":"W4290065751","doi":"10.1111/trf.17031","title":"Racial differences in transfusion practices: Time to address structural racism","year":2022,"lang":"en","type":"letter","venue":"Transfusion","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; Western University","funders":"","keywords":"Racism; Blood transfusion; Medicine; Intensive care medicine; Sociology; Immunology; Gender studies","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008938141,0.0008327979,0.0009549798,0.001677274,0.0007638179,0.0007428182,0.001108947,0.0008199758,0.06750471],"category_scores_gemma":[0.0002315805,0.0007824597,0.0003441295,0.001679186,0.00007677569,0.002680484,0.0001843897,0.003513285,0.001848755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000106515,"about_ca_system_score_gemma":0.0001106267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003968226,"about_ca_topic_score_gemma":0.001796325,"domain_scores_codex":[0.9947172,0.000239341,0.001016524,0.001386142,0.001811507,0.0008292272],"domain_scores_gemma":[0.9978564,0.0004788183,0.0008458523,0.0005833052,0.0001894381,0.00004620412],"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":[0.00420165,0.0008670669,0.003733318,0.002533387,0.0003140053,0.00240342,0.00415194,0.0001493369,0.004140337,0.0007454065,0.879546,0.09721414],"study_design_scores_gemma":[0.002052209,0.0001096708,0.003657389,0.0001850481,0.0003009381,0.00001961344,0.0001859732,0.0006245567,0.00003392351,0.0003764908,0.9913799,0.001074265],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1772613,0.0002408125,0.00009110911,0.7638174,0.003080202,0.003288011,0.000138206,0.0006047459,0.05147817],"genre_scores_gemma":[0.1060729,0.000584478,0.0002133216,0.8689855,0.01135486,0.0006703526,0.002256283,0.0003629103,0.009499473],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1118339,"threshold_uncertainty_score":0.9994626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03237129826550002,"score_gpt":0.2646135964935448,"score_spread":0.2322422982280447,"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."}}