{"id":"W3211741334","doi":"10.1182/blood-2021-153760","title":"Degradation of Red Blood Cell Deformability during Cold Storage in Blood Bags","year":2021,"lang":"en","type":"article","venue":"Blood","topic":"Blood transfusion and management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; Canadian Blood Services; University of British Columbia","funders":"","keywords":"Red blood cell; Biomedical engineering; Erythrocyte deformability; Lesion; Transfusion medicine; Chemistry; Medicine; Pathology; Surgery; Immunology; Blood transfusion","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0004471888,0.0003151844,0.000232153,0.0002355105,0.0002561551,0.0005143081,0.0002535583,0.0002917715,0.002102502],"category_scores_gemma":[0.0007310017,0.000117841,0.0002229992,0.000305374,0.0001941794,0.0003652392,0.0002134894,0.0005683635,0.0004583157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002992178,"about_ca_system_score_gemma":0.0001877065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00129763,"about_ca_topic_score_gemma":0.0007300451,"domain_scores_codex":[0.9996378,0.00005315165,0.0000414932,0.00008829465,0.0001228045,0.00005639341],"domain_scores_gemma":[0.9993917,0.0001148358,0.0002168884,0.00007390544,0.0001421246,0.00006056554],"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":[0.0002891216,0.00003577314,0.001754018,0.00006148608,0.00001906638,0.00005304584,0.0001065433,0.0002084108,0.992438,0.00005802762,0.0001540433,0.004822487],"study_design_scores_gemma":[0.000008212006,0.0003891139,0.01378778,0.00001474147,0.00002762577,0.00009559935,0.00008272408,0.001839092,0.9822812,0.00003351557,0.001417759,0.00002261128],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922489,0.002081809,0.003938539,0.00007204519,0.00008124737,0.00003009019,0.0006691716,0.00007547896,0.0008028493],"genre_scores_gemma":[0.9958509,0.0003977443,0.001753674,0.00007554461,0.00001187579,0.00002571281,0.0004782813,0.00002768623,0.001378493],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002102502,"threshold_uncertainty_score":0.007033527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00997211039045319,"score_gpt":0.2168232241254606,"score_spread":0.2068511137350074,"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."}}