{"id":"W4226159334","doi":"10.1002/jha2.343","title":"Degradation of red blood cell deformability during cold storage in blood bags","year":2021,"lang":"en","type":"article","venue":"eJHaem","topic":"Blood transfusion and management","field":"Medicine","cited_by":20,"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 Institutes of Health Research; Natural Sciences and Engineering Research Council of Canada; Mitacs; Canadian Blood Services","keywords":"Red blood cell; Bruise; Cold storage; Blood loss; Chemistry; Biomedical engineering; Medicine; Surgery; Biology; Biochemistry","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":[0.0003792361,0.0002264322,0.0002160458,0.000251482,0.0001896778,0.0004447936,0.0001811826,0.0002356588,0.001385405],"category_scores_gemma":[0.0007566917,0.0001188423,0.0001669443,0.0002325083,0.0001710024,0.0002893244,0.0002035075,0.0005059196,0.0003081156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002248048,"about_ca_system_score_gemma":0.0001409121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008298083,"about_ca_topic_score_gemma":0.0006585393,"domain_scores_codex":[0.9996527,0.0000410147,0.00003273796,0.00008238868,0.0001313967,0.0000596852],"domain_scores_gemma":[0.9995241,0.00009209179,0.0001892383,0.0000486454,0.00009448892,0.00005140194],"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":[0.0001847269,0.00002738599,0.003916673,0.00003011451,0.00001168422,0.00006118229,0.00009674838,0.00013052,0.9917429,0.0000417227,0.0000753587,0.003680862],"study_design_scores_gemma":[0.000004836517,0.0003784658,0.0436036,0.00001183046,0.00002069082,0.0002253247,0.00009922162,0.001548668,0.9530284,0.00004517415,0.001014122,0.00001964299],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938732,0.0008536892,0.004073432,0.00004795708,0.00003372156,0.00002612937,0.000338043,0.00005622247,0.0006975882],"genre_scores_gemma":[0.9962156,0.0003162936,0.002034114,0.00005622791,0.000008482111,0.00002626034,0.0002919346,0.00001938673,0.001031747],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001385405,"threshold_uncertainty_score":0.004634619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01084960350304123,"score_gpt":0.2225972411755644,"score_spread":0.2117476376725231,"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."}}