{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001131005,0.0002694625,0.0002718352,0.0003261939,0.0002259484,0.0008160991,0.0003045283,0.00008825621,0.002560906],"category_scores_gemma":[0.00004583085,0.0002017083,0.0001165561,0.0003171184,0.00004618248,0.0009078442,0.0001059992,0.000185097,0.0001078237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001010671,"about_ca_system_score_gemma":0.00003014671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001219406,"about_ca_topic_score_gemma":0.0005197917,"domain_scores_codex":[0.9987149,0.00001908164,0.0002736789,0.0004016849,0.0002885796,0.0003021075],"domain_scores_gemma":[0.9991575,0.0001841294,0.0002066712,0.0003343324,0.00009473028,0.00002257575],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001576867,0.00276744,0.7611229,0.001077827,0.004741734,0.0001713491,0.0005006392,0.000517256,0.07742482,0.006241824,0.02275655,0.1211008],"study_design_scores_gemma":[0.005465076,0.00008368892,0.5921036,0.00046431,0.001892312,5.27741e-7,0.0005295842,0.00031899,0.3208568,0.002374331,0.07492085,0.0009899808],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.976052,0.0001542493,0.00006347626,0.001589301,0.000449901,0.0002122768,0.00003368504,0.0002071652,0.02123788],"genre_scores_gemma":[0.9973136,0.00003977685,0.000262033,0.001536284,0.0003839793,0.00001956214,0.00006548812,0.00002880158,0.0003505178],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2434319,"threshold_uncertainty_score":0.9983509,"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."}}