{"id":"W4255267129","doi":"10.1097/pcc.0000000000001589","title":"Recommendations on RBC Transfusion in Critically Ill Children With Acute Brain Injury From the Pediatric Critical Care Transfusion and Anemia Expertise Initiative","year":2018,"lang":"en","type":"article","venue":"Pediatric Critical Care Medicine","topic":"Blood transfusion and management","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development; National Institute of Child Health and Human Development; National Institute of Neurological Disorders and Stroke; Université Laval; National Institute of General Medical Sciences; University of Illinois at Urbana-Champaign; University of Cape Town; Robert Wood Johnson Medical School, Rutgers, The State University of New Jersey; Imperial College London; CHU Sainte-Justine Foundation; National Heart, Lung, and Blood Institute; Université de Montréal; Texas Children's Hospital; Intensive Care Society; George Washington University; Children's Discovery Institute; Virginia Commonwealth University; Harvard University; University of Pennsylvania; University of Toronto; Emory University; University of Rochester; Rijksuniversiteit Groningen; Ohio State University","keywords":"Medicine; Intensive care medicine; Critically ill; Anemia; Traumatic brain injury; Grading (engineering); Transfusion-related acute lung injury; Blood transfusion; Medical emergency; Psychiatry; Surgery","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003499666,0.0005476655,0.0007431336,0.0004660232,0.0004762702,0.00004697346,0.0002489696,0.0003053268,0.001104561],"category_scores_gemma":[0.002103973,0.0003588549,0.0001194559,0.001031432,0.0009411413,0.0001849764,0.00007942073,0.001049846,0.00002855094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001550124,"about_ca_system_score_gemma":0.0002000361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007706049,"about_ca_topic_score_gemma":0.0007475581,"domain_scores_codex":[0.9960349,0.0003579351,0.0007870681,0.001065818,0.001009358,0.0007449319],"domain_scores_gemma":[0.9955246,0.001968002,0.00003980173,0.000586163,0.001222568,0.0006588626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009644798,0.003213295,0.6366744,0.002335832,0.0002866114,0.001682738,0.1450827,8.655092e-7,0.001487791,0.009166121,0.03319054,0.1572343],"study_design_scores_gemma":[0.03089759,0.03042361,0.8336978,0.001360836,0.01235701,0.0004387122,0.08190957,0.0001098904,0.001003027,0.001049312,0.00453531,0.00221736],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.812754,0.003854362,0.003521641,0.1742918,0.0006487685,0.001825895,0.000383142,0.0001814928,0.002538948],"genre_scores_gemma":[0.9664541,0.004255636,0.001197355,0.02441643,0.003104806,0.0001588318,0.0003187365,0.00007643749,0.00001761925],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1970234,"threshold_uncertainty_score":0.9998863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01994991437967704,"score_gpt":0.3243176946853176,"score_spread":0.3043677803056405,"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."}}