{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000995321,0.0003815044,0.0004155617,0.000456282,0.0002292683,0.0008957069,0.000372885,0.0005222094,0.0011553],"category_scores_gemma":[0.001544018,0.0001586181,0.0001989387,0.0005085107,0.0003990166,0.0004998816,0.0003398716,0.000667429,0.0004091836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004271778,"about_ca_system_score_gemma":0.0002875315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007676727,"about_ca_topic_score_gemma":0.000716796,"domain_scores_codex":[0.999017,0.0002114664,0.00008633262,0.0001822661,0.0004343013,0.00006858334],"domain_scores_gemma":[0.9990356,0.0001965523,0.0003961056,0.0001350373,0.0001845369,0.00005208599],"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":[0.001238649,0.0001919513,0.07885469,0.0002226623,0.0001307745,0.000125403,0.0004252677,0.001057258,0.8861583,0.0003543668,0.0005905533,0.03065017],"study_design_scores_gemma":[0.00002865965,0.001528878,0.3902251,0.00008700709,0.0002281784,0.001146393,0.0003675875,0.008460013,0.5926588,0.0003873535,0.004837993,0.00004402376],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9727126,0.002690994,0.02219436,0.0001128274,0.00004899354,0.0001092364,0.0007870143,0.0001567083,0.001187275],"genre_scores_gemma":[0.9886652,0.0005443347,0.009079356,0.0001410344,0.00001823301,0.0001236633,0.0007677313,0.00003730345,0.0006231506],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0011553,"threshold_uncertainty_score":0.005263805,"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."}}