{"id":"W2139663853","doi":"10.3324/haematol.2014.117457","title":"The impact of category, cytopathology and cytogenetics on development and progression of clonal and malignant myeloid transformation in inherited bone marrow failure syndromes","year":2015,"lang":"en","type":"article","venue":"Haematologica","topic":"Acute Myeloid Leukemia Research","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Janeway Children's Health and Rehabilitation Centre; McMaster University; McMaster Children's Hospital; Alberta Health; University of Alberta; University of British Columbia; Centre Hospitalier Universitaire de Sherbrooke; Queen's University; Centre Hospitalier Universitaire Sainte-Justine; Population Health Research Institute; Children's Hospital of Western Ontario; Children's Hospital of Eastern Ontario; Princess Margaret Cancer Centre; Alberta Children's Hospital; Izaak Walton Killam Health Centre; University of Saskatchewan; Hospital for Sick Children; Health Sciences Centre; CancerCare Manitoba; BC Children's Hospital; Montreal Children's Hospital; University of Toronto","funders":"","keywords":"Bone marrow failure; Cytogenetics; Myelodysplastic syndromes; Cytopathology; Myeloid; Bone marrow; Myeloid leukemia; Somatic evolution in cancer; Medicine; Hematopathology; Pathology; Leukemia; Neoplastic transformation; Immunology; Oncology; Internal medicine; Biology; Cancer; Haematopoiesis; Stem cell; Genetics; Cytology; Chromosome; Carcinogenesis","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001209295,0.0002296516,0.000164292,0.0009845345,0.000323575,0.0004303119,0.0003362693,0.0002289747,0.001102387],"category_scores_gemma":[0.006957042,0.00008758381,0.0003238265,0.0009197995,0.0004021309,0.000211641,0.0003731011,0.0002728712,0.0001076431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001024579,"about_ca_system_score_gemma":0.001963489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.120089,"about_ca_topic_score_gemma":0.2112386,"domain_scores_codex":[0.9991721,0.0002863015,0.00004285647,0.00007774215,0.0002826195,0.000138378],"domain_scores_gemma":[0.9958453,0.001683732,0.00131485,0.000225757,0.0004662167,0.000464233],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003479702,0.000002825094,0.998423,0.000002479588,0.0000119551,0.00003311314,0.00001594163,0.00006572103,0.00005123824,0.00001039244,0.00002725904,0.001321346],"study_design_scores_gemma":[0.000001925897,0.00002978426,0.9992176,0.000003676267,0.00001923908,0.0002613271,0.00004744855,0.0002365753,0.00005236511,0.00002224736,0.0001056885,0.000002139031],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982176,0.0003174689,0.0001525791,0.00005575604,0.000003624202,0.000009008734,0.0004603834,0.000004379141,0.0007791854],"genre_scores_gemma":[0.9994005,0.00007208185,0.00008779228,0.00000972517,0.000003012309,0.000002324311,0.000344428,0.00000174521,0.00007833998],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.120089,"threshold_uncertainty_score":0.23878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04833145918210546,"score_gpt":0.3331537975892342,"score_spread":0.2848223384071287,"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."}}