{"id":"W4362506915","doi":"10.1111/trf.17296","title":"Proceedings of the 2022 <scp>NHLBI</scp> and <scp>OASH</scp> state of the science in transfusion medicine symposium","year":2023,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"NIH Clinical Center; National Heart, Lung, and Blood Institute; Office of the Assistant Secretary for Health; Roy J. and Lucille A. Carver College of Medicine, University of Iowa; Emory University; Irving Medical Center, Columbia University; Weill Cornell Medical College; Queen's University; Centers for Disease Control and Prevention; University of Oxford; Canadian Blood Services; Cerus Corporation; U.S. Department of Health and Human Services; National Cancer Research Institute; University of Pittsburgh; Johns Hopkins University; Brigham and Women's Hospital; Kaiser Permanente; School of Medicine, Emory University; University of Minnesota; University of Ottawa; Cancer Research Institute; McMaster University; Yale University; National Institutes of Health","keywords":"Transfusion medicine; Government (linguistics); Medicine; Translational science; Multidisciplinary approach; Health science; Blood transfusion; Medical education; Public relations; Family medicine; Political science; Immunology; Pathology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01027961,0.000955584,0.000589848,0.001214143,0.002571093,0.00525821,0.001568935,0.004656306,0.07851219],"category_scores_gemma":[0.007455222,0.0003651289,0.0009948565,0.0008289523,0.0009685414,0.001013334,0.003335678,0.004223201,0.01864861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004836102,"about_ca_system_score_gemma":0.01090017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009753801,"about_ca_topic_score_gemma":0.02525579,"domain_scores_codex":[0.9961576,0.001325635,0.0001837768,0.0002535354,0.00144351,0.00063585],"domain_scores_gemma":[0.9907596,0.001693775,0.0004904837,0.0003115576,0.002977954,0.003766561],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007106582,0.00005086562,0.0004532233,0.0001081086,0.00001342321,0.00007978336,0.00007038802,0.00004478101,0.0002053877,0.000518186,0.9835222,0.01486268],"study_design_scores_gemma":[0.0000460221,0.00005379729,0.003510794,0.0003403568,0.0000195082,0.00006408113,0.0003508984,0.0001098893,0.0002282573,0.0006422511,0.9946163,0.00001784048],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.01030277,0.03243493,0.003746235,0.4456408,0.2587646,0.001028403,0.009913072,0.0005512433,0.2376179],"genre_scores_gemma":[0.05850961,0.03756038,0.007365707,0.1212912,0.1500957,0.002198854,0.01712949,0.0005965173,0.6052525],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.07851219,"threshold_uncertainty_score":0.2626495,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01410644921301156,"score_gpt":0.2320784404667929,"score_spread":0.2179719912537814,"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."}}