{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008701099,0.0001106788,0.0002689294,0.000155165,0.0002087921,0.00001598047,0.00007817086,0.0001092633,0.0001061624],"category_scores_gemma":[0.0002546888,0.00008472689,0.000052368,0.0007516606,0.0008366974,0.000144444,0.00003161843,0.0002493102,0.000004598493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003254541,"about_ca_system_score_gemma":0.0001399019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001363158,"about_ca_topic_score_gemma":0.0004939185,"domain_scores_codex":[0.9986312,0.00007506866,0.000352968,0.0005246955,0.0001883084,0.0002277578],"domain_scores_gemma":[0.9993489,0.0001970872,0.00002499077,0.0002093521,0.0000640354,0.0001555814],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001488444,0.0004144119,0.5542663,0.0001429381,0.000006488567,0.000009659404,0.0004240588,0.000002095097,0.1132732,0.0007248953,0.0001346336,0.3291128],"study_design_scores_gemma":[0.002447183,0.000330584,0.990369,0.0002117813,0.00002253103,0.00001345175,0.0002171893,0.0008348037,0.002651433,0.0004977699,0.002305124,0.00009910248],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927576,0.0002741951,0.0004169049,0.001353765,0.0003553128,0.0003124544,0.000001815113,0.00003312408,0.004494788],"genre_scores_gemma":[0.9888111,0.009026042,0.0005919347,0.001044861,0.00001838542,0.0000062608,0.000001111826,0.000003632056,0.0004966508],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4361027,"threshold_uncertainty_score":0.3455062,"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."}}