{"id":"W4396848441","doi":"10.1016/j.cryobiol.2024.104903","title":"Modification of deglycerolization procedure improves processing and post-thaw quality of cryopreserved sickle trait red cell concentrates","year":2024,"lang":"en","type":"article","venue":"Cryobiology","topic":"Hemoglobinopathies and Related Disorders","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"MacEwan University; Canadian Blood Services; University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Blood Services","keywords":"Hemolysis; Erythrocyte fragility; Cryopreservation; Sickle cell trait; Hematocrit; Tonicity; Red blood cell; Red Cell; Andrology; Medicine; Hemoglobin; Immunology; Internal medicine; Biology; Embryo","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":[],"consensus_categories":[],"category_scores_codex":[0.0001662068,0.000103935,0.0002858528,0.00006653491,0.00003138969,0.000008233043,0.0000490684,0.0002214866,0.00002907823],"category_scores_gemma":[0.0001265625,0.00007916488,0.00004943497,0.0001743286,0.0002412267,0.00006888296,0.00001828434,0.0001192939,9.099238e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001164352,"about_ca_system_score_gemma":0.0001778468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007513724,"about_ca_topic_score_gemma":0.000007842234,"domain_scores_codex":[0.999105,0.00005713473,0.0003935995,0.0002334134,0.0000644951,0.0001463163],"domain_scores_gemma":[0.9994457,0.00005641819,0.0001368633,0.0001150351,0.0001981784,0.00004775728],"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":[0.0002801293,0.0001082383,0.006201215,0.003015692,0.00003635714,0.000001196008,0.001332634,0.00001395965,0.9837767,0.000714915,0.0001004431,0.004418524],"study_design_scores_gemma":[0.005389475,0.002469741,0.3778443,0.001223475,0.000561525,0.0000803471,0.008826123,0.01782979,0.5809526,0.003169936,0.001116215,0.0005363903],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893432,0.008084812,0.0002438947,0.0008186688,0.00006559343,0.0003671859,0.00003334539,0.00005053606,0.000992805],"genre_scores_gemma":[0.9991139,0.0002950615,0.0001781113,0.00006420089,0.00002377578,0.0000109499,0.0001487915,0.00001331863,0.0001518742],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.402824,"threshold_uncertainty_score":0.322825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02041771762272682,"score_gpt":0.2922002071630107,"score_spread":0.2717824895402839,"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."}}