{"id":"W2106429556","doi":"10.3324/haematol.2012.076349","title":"Quantitative and qualitative differences in use and trends of hematopoietic stem cell transplantation: a Global Observational Study","year":2013,"lang":"en","type":"article","venue":"Haematologica","topic":"Hematopoietic Stem Cell Transplantation","field":"Medicine","cited_by":116,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; Princess Margaret Cancer Centre","funders":"National Institute of Allergy and Infectious Diseases; Office of Naval Research; National Heart, Lung, and Blood Institute; Takeda Oncology; Chugai Pharmaceutical; Merck Sharp and Dohme; IC Design Education Center; Astellas Pharma; Eisai; Genentech; CellGenix; Bayer HealthCare; Otsuka America; American Society for Blood and Marrow Transplantation; National Institutes of Health; BioMarin Pharmaceutical; Kiadis Pharma; Therakos; Les Laboratories Pierre Fabre; WellPoint; Teva Pharmaceutical Industries; HistoGenetics; Medical College of Wisconsin; StemCyte; Sanofi; Enzon Pharmaceuticals; Alexion Pharmaceuticals; Health Resources and Services Administration; Viropharma; U.S. Navy; Centers for Disease Control and Prevention; Osiris Therapeutics; Celgene; Pfizer; Biogen; Baxter International; U.S. Public Health Service; U.S. Department of Defense; U.S. Department of Health and Human Services; Astellas Pharma US; National Research Foundation; Otsuka America Pharmaceutical; Amgen; Blue Cross and Blue Shield Association; Be The Match Foundation; National Cancer Institute; Gilead Sciences","keywords":"Transplantation; Medicine; Population; Hematopoietic stem cell transplantation; Leukemia; Myelodysplastic syndromes; Stem cell; Hematopoietic stem cell; Internal medicine; Immunology; Haematopoiesis; Environmental health; Bone marrow; Biology","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":[0.0002342933,0.0001900611,0.000623779,0.0001301591,0.0000428265,0.0000299512,0.00005231422,0.00009245097,0.00009117576],"category_scores_gemma":[0.00002797159,0.0001443113,0.00003663529,0.0003626523,0.0001878091,0.0002252709,0.00001392454,0.00009494407,0.000006925023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001835407,"about_ca_system_score_gemma":0.00002930246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002985473,"about_ca_topic_score_gemma":0.0001094782,"domain_scores_codex":[0.9983414,0.0003021063,0.0005629426,0.0003293992,0.0002863879,0.0001777298],"domain_scores_gemma":[0.9986049,0.0008925503,0.0001588229,0.0001247728,0.0001236311,0.00009532503],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003090289,0.0005633915,0.9272171,0.0009508267,0.00005528312,0.0001280935,0.06197751,8.772118e-7,0.0004875431,0.007959306,0.00001884341,0.0003322576],"study_design_scores_gemma":[0.002073399,0.000921504,0.9489692,0.0002261273,0.0001077446,0.0002514974,0.04579653,0.0001757724,0.000438766,0.0009001436,6.199419e-7,0.0001387374],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997695,0.0002492656,0.0004176319,0.0003437439,0.00002163174,0.000714687,0.00004199804,0.00002728339,0.0004887247],"genre_scores_gemma":[0.9964283,0.000104711,0.003202263,0.00004872957,0.000002661614,0.0001155428,0.00002201001,0.000007214673,0.00006860462],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02175212,"threshold_uncertainty_score":0.5884846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1839209497776282,"score_gpt":0.3623463507827868,"score_spread":0.1784254010051586,"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."}}