{"id":"W4225833401","doi":"10.1111/trf.16757","title":"Blood unit segments accurately represent the biophysical properties of red blood cells in blood bags but not hemolysis","year":2021,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood properties and coagulation","field":"Medicine","cited_by":12,"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":"Hemolysis; Hemoglobin; Red blood cell; Mean corpuscular volume; Mean corpuscular hemoglobin; Mean corpuscular hemoglobin concentration; Blood cell; Biomedical engineering; Hematocrit; Chemistry; Medicine; Immunology; Internal medicine","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":[0.0001993111,0.0002107808,0.0004420339,0.00008149249,0.0001059765,0.00002499354,0.0001469778,0.0001375828,0.0001800893],"category_scores_gemma":[0.00003884096,0.0001348799,0.0001905099,0.0005483121,0.00009606505,0.00009868936,0.00006719082,0.0002902427,0.000009525937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009530435,"about_ca_system_score_gemma":0.0001282607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008982179,"about_ca_topic_score_gemma":0.0001037478,"domain_scores_codex":[0.9980932,0.0001706354,0.0005271515,0.0004155963,0.0005159315,0.0002774592],"domain_scores_gemma":[0.998994,0.00003958415,0.00008635256,0.0005988149,0.000197647,0.00008360408],"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":[0.0005901554,0.001920392,0.00385546,0.0002390083,0.000246615,0.00009919138,0.001014032,0.00005769624,0.9902552,0.0000186089,0.0000149059,0.001688774],"study_design_scores_gemma":[0.004296363,0.0003687906,0.01501284,0.0004074009,0.001324439,0.00006311479,0.0006335454,0.0003491917,0.9772935,0.00001467432,0.00008150868,0.0001546399],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953768,0.0005998735,0.00001132325,0.00286338,0.00009270783,0.0005742037,0.00001103455,0.0000393666,0.0004313076],"genre_scores_gemma":[0.9969286,0.001168888,0.0001441927,0.0002369434,0.00009880134,0.00003713971,0.00002193017,0.00002966759,0.001333864],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01296166,"threshold_uncertainty_score":0.5500243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0499274830574746,"score_gpt":0.2572196621668774,"score_spread":0.2072921791094028,"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."}}