{"id":"W4415341847","doi":"10.1016/j.transci.2025.104278","title":"RBC deformability and clinical relevance in transfusion recipients","year":2025,"lang":"en","type":"article","venue":"Transfusion and Apheresis Science","topic":"Erythrocyte Function and Pathophysiology","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; University of Alberta","funders":"Canadian Blood Services","keywords":"Erythrocyte deformability; Red blood cell; Transfusion medicine; Clinical significance; Cryopreservation; Microcirculation; Red Cell","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0003904226,0.0002110953,0.0002953663,0.0008316289,0.0003597951,0.0006762801,0.0002000789,0.0005065838,0.002427635],"category_scores_gemma":[0.002407667,0.00008879478,0.0002560042,0.0008933847,0.0003303035,0.0003062962,0.0002832507,0.0006756458,0.0005370984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003769155,"about_ca_system_score_gemma":0.0001619348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007924523,"about_ca_topic_score_gemma":0.0004246728,"domain_scores_codex":[0.9997507,0.00005532457,0.00003553719,0.00004784766,0.00007524314,0.00003543722],"domain_scores_gemma":[0.9991055,0.0001529415,0.0004799654,0.00003176772,0.00008145988,0.000148263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001477174,0.0001559481,0.9702823,0.0001128847,0.00004783264,0.001734079,0.0001881793,0.0001353971,0.001703748,0.0002043887,0.0006823741,0.02327583],"study_design_scores_gemma":[0.00001634724,0.000523065,0.9910421,0.00006518661,0.00006124165,0.005430716,0.0002395045,0.0003372968,0.0006342182,0.0003137108,0.001319844,0.0000167004],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9837422,0.01029153,0.0003039464,0.0004339288,0.00005974771,0.00003172535,0.0003138915,0.00002696805,0.004796201],"genre_scores_gemma":[0.9976153,0.001371137,0.0001165977,0.00009172223,0.00006321091,0.000008752768,0.0001660177,0.000003055323,0.000564178],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002427635,"threshold_uncertainty_score":0.008121252,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02241319621979585,"score_gpt":0.337053724335433,"score_spread":0.3146405281156371,"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."}}