{"id":"W4226297738","doi":"10.1093/neuonc/noac088","title":"Comprehensive profiling of myxopapillary ependymomas identifies a distinct molecular subtype with relapsing disease","year":2022,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fördergemeinschaft Kinderkrebs-Zentrum Hamburg; Friedberg Charitable Foundation; Deutsche Forschungsgemeinschaft; Making Headway Foundation; Gert und Susanna Mayer Stiftung","keywords":"DNA methylation; Ependymoma; Histopathology; Biology; Methylation; Pathological; Pathology; Disease; Oncology; Medicine; Gene; Genetics; Gene expression","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000823145,0.0001788052,0.0004504611,0.0001468699,0.0001710665,0.000008344208,0.00009832861,0.00003168457,0.0001508335],"category_scores_gemma":[0.0001058577,0.0001502962,0.000118023,0.0002752429,0.0001390306,0.00003652609,0.000194726,0.0002560062,0.000008022953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001719802,"about_ca_system_score_gemma":0.0003449309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003319931,"about_ca_topic_score_gemma":0.00000628272,"domain_scores_codex":[0.9984646,0.0002352167,0.0002923387,0.0003865281,0.0003628779,0.0002584013],"domain_scores_gemma":[0.9988295,0.0002912942,0.0002062283,0.0003622854,0.0001305684,0.0001800903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002259097,0.001580172,0.1102334,0.000209799,0.0002421556,0.02776755,0.000283707,0.0005037254,0.8538651,0.0006720659,0.000543841,0.001839332],"study_design_scores_gemma":[0.02257181,0.01602954,0.1874428,0.0003182276,0.003453063,0.004750347,0.003010866,0.001582406,0.6922895,0.0009974723,0.06660791,0.0009460822],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944674,0.001810336,0.00002496371,0.001643918,0.0003047817,0.0007138214,0.00003686771,0.00005350885,0.0009443815],"genre_scores_gemma":[0.9985085,0.00003409079,0.0003698533,0.0007070843,0.00003542992,0.0001943947,0.00009862474,0.00003851342,0.00001356453],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1615756,"threshold_uncertainty_score":0.6128902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02063884002091162,"score_gpt":0.2846931370558588,"score_spread":0.2640542970349472,"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."}}