{"id":"W3212616106","doi":"10.1172/jci.insight.152598","title":"Donor genetic and nongenetic factors affecting red blood cell transfusion effectiveness","year":2021,"lang":"en","type":"article","venue":"JCI Insight","topic":"Neonatal Health and Biochemistry","field":"Medicine","cited_by":87,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"National Center for Advancing Translational Sciences; National Institute of Child Health and Human Development; National Institutes of Health; National Cancer Institute; National Heart, Lung, and Blood Institute; Kaiser Permanente","keywords":"Leukoreduction; Medicine; Hemoglobin; Hemolysis; Creatinine; Bilirubin; Blood transfusion; Internal medicine; Immunology","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":[0.0000702263,0.0001591474,0.0002534751,0.00003775627,0.0001051848,0.00001452939,0.00003445651,0.0001473277,0.00007912763],"category_scores_gemma":[0.00004145888,0.0001308564,0.00006608096,0.000174834,0.00003438683,0.00002227392,0.00003128263,0.0001982702,0.000004885259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002870661,"about_ca_system_score_gemma":0.0001234391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003931255,"about_ca_topic_score_gemma":0.00001379708,"domain_scores_codex":[0.9990024,0.00006576673,0.0001702633,0.0003601377,0.0001585521,0.0002429111],"domain_scores_gemma":[0.9993058,0.0001352391,0.00003595982,0.0002099734,0.00006611279,0.0002468571],"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":[0.0001246523,0.000234524,0.07707427,0.002204664,0.00002394749,0.0003422904,0.0003115436,6.442127e-7,0.9137396,7.87336e-7,0.00001475169,0.005928353],"study_design_scores_gemma":[0.001536418,0.0002331555,0.2651831,0.0001712125,0.00010285,0.0001531156,0.00007220258,0.000008854769,0.7316412,0.000005871024,0.0007826962,0.0001093082],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910183,0.005561732,0.00002990042,0.00007682245,0.0001690448,0.0003125414,0.000005814121,0.00004160059,0.002784268],"genre_scores_gemma":[0.9982657,0.0006379562,0.0004886159,0.0001037509,0.0001419885,0.000008639891,0.00003263382,0.00002198215,0.0002987684],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1881088,"threshold_uncertainty_score":0.533617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01030673503861658,"score_gpt":0.2458100134860418,"score_spread":0.2355032784474252,"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."}}