{"id":"W3187033465","doi":"10.1101/2021.07.20.452409","title":"Degradation of Red Blood Cell Deformability during Cold Storage in Blood Bags","year":2021,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Erythrocyte Function and Pathophysiology","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; Vancouver General Hospital; British Columbia Institute of Technology; University of British Columbia","funders":"Canadian Blood Services","keywords":"Red blood cell; Bruise; Blood loss; Whole blood; Erythrocyte deformability; Chemistry; Biomedical engineering; Medicine; Surgery; Immunology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005681778,0.0005153911,0.001104855,0.0004241568,0.00008242015,0.00003932566,0.0002428193,0.0008127903,0.0001651175],"category_scores_gemma":[0.0003261101,0.0005631182,0.0002771431,0.0007247144,0.0001267087,0.0001436248,0.0003542195,0.001171865,0.00001122912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002559061,"about_ca_system_score_gemma":0.0009789466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001323906,"about_ca_topic_score_gemma":0.00001780863,"domain_scores_codex":[0.9967784,0.0002661592,0.0009967949,0.001043604,0.0004120649,0.000502962],"domain_scores_gemma":[0.9969109,0.00007557623,0.0006007913,0.001506663,0.0006442242,0.0002617958],"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":[0.0001763977,0.001112925,0.0805219,0.002706932,0.0001420915,0.0002149827,0.00001941396,0.00008994191,0.9149754,0.00002435429,0.00001539412,2.682134e-7],"study_design_scores_gemma":[0.002238781,0.0001316742,0.3765185,0.0005161865,0.000319078,1.291043e-7,0.00001109419,0.00006661633,0.6198219,2.371217e-7,0.00006395981,0.0003118272],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968043,0.0009675279,0.00008991337,0.00008515175,0.0008445106,0.0009152039,0.00008214817,0.0001844855,0.00002677648],"genre_scores_gemma":[0.9959579,0.0005663714,0.002869525,0.0001052303,0.000242762,0.0001320388,0.00000369154,0.00009283201,0.00002965861],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2959966,"threshold_uncertainty_score":0.999682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01255493287475939,"score_gpt":0.2129069907734379,"score_spread":0.2003520578986785,"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."}}