{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004592854,0.0004467031,0.0004227317,0.0002877309,0.0001728418,0.0006298831,0.0004049456,0.0004489271,0.004805557],"category_scores_gemma":[0.01114339,0.0001812794,0.001206706,0.0003512306,0.0002835604,0.000500666,0.0006450228,0.001118034,0.0002941192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002529255,"about_ca_system_score_gemma":0.0007675326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002983778,"about_ca_topic_score_gemma":0.003127043,"domain_scores_codex":[0.9973002,0.001753162,0.0001123862,0.0002607704,0.0002087043,0.0003648925],"domain_scores_gemma":[0.9854762,0.01106742,0.001156246,0.000882509,0.000269441,0.001148189],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01701754,0.001352366,0.9400505,0.00006850049,0.002423556,0.0004194224,0.0002783283,0.00208339,0.001842056,0.0003473488,0.001261193,0.03285574],"study_design_scores_gemma":[0.0001597631,0.005325718,0.9816023,0.0000372078,0.001235986,0.0003138884,0.0002400126,0.008535407,0.0007754193,0.0003924353,0.001360021,0.00002193285],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972459,0.0004834833,0.0007173177,0.0001560787,0.00004589074,0.00001905133,0.000248322,0.00001970298,0.001064234],"genre_scores_gemma":[0.9973248,0.0001377399,0.00033302,0.00004406078,0.00002903789,0.00001778879,0.0002179222,0.00001094633,0.001884592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004805557,"threshold_uncertainty_score":0.02428961,"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."}}