{"id":"W4413032749","doi":"10.1111/vox.70084","title":"Manufacturing stresses do not differentially impact red blood cells from donors with diabetes","year":2025,"lang":"en","type":"article","venue":"Vox Sanguinis","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Canadian Blood Services; University of Alberta","funders":"Health Canada; Canadian Blood Services; Australian Government","keywords":"Type 2 diabetes; Diabetes mellitus; Red blood cell; Medicine; Internal medicine; Glycated hemoglobin; Glycated haemoglobin; Red Cell; Immunology; Andrology; Endocrinology","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":[0.0007002729,0.0002585849,0.0002930483,0.0002055734,0.0004724179,0.001021546,0.0003044176,0.0003515251,0.002983399],"category_scores_gemma":[0.001184804,0.0001379296,0.000285136,0.0002485244,0.0003173278,0.0002769389,0.0005015074,0.0004649899,0.0007346608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003027626,"about_ca_system_score_gemma":0.0003153494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001402096,"about_ca_topic_score_gemma":0.001192834,"domain_scores_codex":[0.9991404,0.0002070565,0.00008575931,0.0001731801,0.0002301353,0.0001634467],"domain_scores_gemma":[0.9993219,0.0001263279,0.0001852448,0.00006940304,0.0001746229,0.0001224823],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.009124999,0.001207356,0.2962802,0.0003779016,0.0001968475,0.0009233032,0.001886305,0.0002294965,0.6474174,0.0002895467,0.00132057,0.04074595],"study_design_scores_gemma":[0.0001014094,0.006609145,0.8777131,0.0001045725,0.0001976039,0.002105093,0.00255759,0.0004274351,0.1056183,0.0002582349,0.004272087,0.00003539766],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977956,0.0006522182,0.0002555996,0.00006333271,0.00003684327,0.00002842147,0.0001893822,0.000005643335,0.000973032],"genre_scores_gemma":[0.9976172,0.0003218259,0.00036997,0.0001810185,0.00002075495,0.0000434615,0.0005987877,0.00000807172,0.0008388101],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002983399,"threshold_uncertainty_score":0.00998044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008161251987905245,"score_gpt":0.2212769119432392,"score_spread":0.213115659955334,"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."}}