{"id":"W4412178544","doi":"10.3324/haematol.2025.287777","title":"Real-world validation study of the LSC17 score for risk prediction in patients with newly diagnosed acute myeloid leukemia","year":2025,"lang":"en","type":"article","venue":"Haematologica","topic":"Acute Myeloid Leukemia Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Juravinski Cancer Centre; University of Toronto; Princess Margaret Cancer Centre; Ottawa Hospital; University Health Network","funders":"Astellas Pharma; Alexion Pharmaceuticals; Amgen","keywords":"Myeloid leukemia; Medicine; Internal medicine; Oncology","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":[0.000402998,0.000190159,0.0005297616,0.0003147862,0.0001594533,0.00001659768,0.0002624786,0.0001230838,0.00002606424],"category_scores_gemma":[0.0005316904,0.0001096535,0.00007975104,0.001070262,0.0001165419,0.00009048358,0.0001385885,0.0003805387,0.000004569027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005978278,"about_ca_system_score_gemma":0.0004188434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000843051,"about_ca_topic_score_gemma":0.000723323,"domain_scores_codex":[0.9981104,0.0002187564,0.0005119608,0.0004076585,0.0004458209,0.0003053844],"domain_scores_gemma":[0.9983649,0.0003782356,0.0002686575,0.0006326833,0.0002981212,0.00005744172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002187206,0.0006715561,0.9911116,0.0001180751,0.0001985486,0.00001861621,0.0004003849,0.0001393382,0.00006778049,0.0001946533,0.003367545,0.001524687],"study_design_scores_gemma":[0.01246047,0.001442128,0.9824381,0.0002629241,0.0003341084,0.000002666213,0.0003893969,0.0005443921,0.001707684,0.0001856527,0.0001445379,0.00008794211],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993105,0.0000115172,0.0001950695,0.0002918849,0.0001119523,0.00482874,0.00005913927,0.00006358815,0.001333122],"genre_scores_gemma":[0.9977562,0.00003808931,0.0005886671,0.0000793555,0.0000205934,0.0005270561,0.00008053974,0.00001867655,0.0008907672],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01027327,"threshold_uncertainty_score":0.4471538,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01966938511465771,"score_gpt":0.2956154064342636,"score_spread":0.2759460213196059,"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."}}