{"id":"W3202676000","doi":"10.1038/s41409-021-01450-3","title":"An adapted European LeukemiaNet genetic risk stratification for acute myeloid leukemia patients undergoing allogeneic hematopoietic cell transplant. A CIBMTR analysis","year":2021,"lang":"en","type":"article","venue":"Bone Marrow Transplantation","topic":"Acute Myeloid Leukemia Research","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; Dalhousie University","funders":"National Institute of Allergy and Infectious Diseases; National Cancer Institute; National Heart, Lung, and Blood Institute; Fred and Pamela Buffett Cancer Center; Markey Cancer Center, University of Kentucky; Juno Therapeutics; Office of Naval Research; Irving Medical Center, Columbia University; Sanofi Genzyme; Legend Biotech; U.S. Navy; University of Florida Health; Kite Pharma; Health Resources and Services Administration; National Institutes of Health; University of Nebraska Medical Center; Christian Medical College, Vellore; Biomedical Advanced Research and Development Authority; University of Miami; King Faisal Specialist Hospital and Research Centre; Astellas Pharma; Daiichi-Sankyo; Gilead Sciences; Dalhousie University; Imperial College London; Cardinal Health; Inselspital, Universitätsspital Bern; Kiadis Pharma; Pharmacyclics; Alexion Pharmaceuticals; bluebird bio; Daiichi Sankyo Europe; Takeda Oncology; Agios Pharmaceuticals; Angiocrine Bioscience; Université Grenoble Alpes; Jazz Pharmaceuticals; Omeros Corporation; Vertex Pharmaceuticals; Leonard M. Miller School of Medicine; University of Bern; U.S. Department of Defense; Medical College of Wisconsin; StemCyte; Massachusetts General Hospital; CareDx; BeiGene; Vanderbilt University Medical Center; Actinium Pharmaceuticals; University of Texas Southwestern Medical Center; CSL Behring; Children's Hospital Los Angeles; Celgene; Falk Foundation; Moffitt Cancer Center; Sanofi; Incyte; Pfizer; Bristol-Myers Squibb; Genentech; AstraZeneca; University of Southern California; Astellas Pharma US; Be The Match Foundation; Novartis Pharmaceuticals Corporation; Amgen; Vanderbilt University","keywords":"Medicine; Internal medicine; Univariate analysis; Transplantation; Oncology; Myeloid leukemia; Multivariate analysis; Hematopoietic stem cell transplantation; 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"],"consensus_categories":[],"category_scores_codex":[0.0005420762,0.0004686756,0.0007085023,0.0005303585,0.0003490409,0.0001280897,0.0002541037,0.0002478136,0.0001526696],"category_scores_gemma":[0.00003687338,0.0004895936,0.0004189009,0.001190067,0.00008495121,0.000276676,0.0000129173,0.0004345145,0.00005467922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006563433,"about_ca_system_score_gemma":0.0010608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001207827,"about_ca_topic_score_gemma":0.0008046798,"domain_scores_codex":[0.9958798,0.0006103201,0.000980066,0.001087214,0.0007550558,0.000687502],"domain_scores_gemma":[0.9976428,0.0002697434,0.0003352809,0.0008374148,0.0004854762,0.0004293128],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.005283731,0.001272713,0.2332129,0.002947944,0.004967019,0.002057313,0.006968765,0.01247041,0.7137935,0.0001705429,0.0005090547,0.0163462],"study_design_scores_gemma":[0.01774159,0.00143305,0.8049719,0.0002661223,0.02418489,0.000448177,0.0005306771,0.0215965,0.1273499,0.0001536147,0.0001565048,0.00116707],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8991457,0.000272511,0.09717811,0.0001440752,0.00008251452,0.001167647,0.00096858,0.0001797858,0.0008610665],"genre_scores_gemma":[0.9640342,0.002933996,0.01356849,0.0002012326,0.000121026,0.0001192172,0.01845549,0.0001254017,0.0004409705],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5864435,"threshold_uncertainty_score":0.9997556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01285169456137229,"score_gpt":0.2622611296374699,"score_spread":0.2494094350760977,"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."}}