{"id":"W2966593132","doi":"10.1182/blood.2019000773","title":"Effect of donor, component, and recipient characteristics on hemoglobin increments following red blood cell transfusion","year":2019,"lang":"en","type":"article","venue":"Blood","topic":"Hemoglobinopathies and Related Disorders","field":"Medicine","cited_by":131,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Heart, Lung, and Blood Institute; National Institutes of Health","keywords":"Hemoglobin; Yield (engineering); Medicine; Blood transfusion; Blood component; Red Blood Cell Transfusion; Transfusion reaction; Red blood cell; Immunology; Internal medicine; Intensive care medicine; Physics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0003211107,0.0002045366,0.0004951837,0.000100773,0.00005460211,0.000009367552,0.00006566163,0.0001680807,0.00005536906],"category_scores_gemma":[0.00003386832,0.0001585345,0.0001531391,0.000130938,0.00002721824,0.00003139425,0.00003639692,0.0002299403,0.00003026411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001484707,"about_ca_system_score_gemma":0.00002227867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003190096,"about_ca_topic_score_gemma":5.09878e-7,"domain_scores_codex":[0.9987355,0.00009191107,0.0003388783,0.0002991311,0.0002906287,0.0002439714],"domain_scores_gemma":[0.9993654,0.0000882796,0.0001043731,0.0002867774,0.00002549174,0.0001296946],"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":[0.0009546868,0.001797857,0.2842089,0.0008503283,0.0002972315,0.00008745354,0.0002765582,0.000001410423,0.7087707,0.000008066347,0.00005533034,0.002691502],"study_design_scores_gemma":[0.05806519,0.01207636,0.09359565,0.001966048,0.002884254,0.0000845368,0.0001148405,0.0001313662,0.8290708,0.00000710091,0.001545503,0.0004583636],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940843,0.0003565284,0.00000248514,0.0001231495,0.0003099209,0.0008939802,0.00001210504,0.00003813323,0.004179418],"genre_scores_gemma":[0.998908,0.0005372014,0.00008158437,0.000108764,0.00002958509,0.00000847189,0.00005010649,0.00002798627,0.0002483464],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1906133,"threshold_uncertainty_score":0.6464849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004101859236137473,"score_gpt":0.2150024662343682,"score_spread":0.2109006069982307,"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."}}