{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003197845,0.0001795283,0.0002491802,0.0005238014,0.0002537426,0.0003707503,0.0002274652,0.0002129671,0.0005176764],"category_scores_gemma":[0.0008146457,0.0001298353,0.000199696,0.0003925474,0.0001653539,0.0001874564,0.0003823685,0.0002640442,0.0001845231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001638533,"about_ca_system_score_gemma":0.0001486856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007010901,"about_ca_topic_score_gemma":0.001247758,"domain_scores_codex":[0.9997887,0.00002287052,0.00002327443,0.00007571916,0.00004503143,0.00004439192],"domain_scores_gemma":[0.9995468,0.00008097378,0.0001898755,0.00005444338,0.00005203821,0.00007569962],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002725418,0.0000283185,0.940612,0.00002313499,0.00006045281,0.000794447,0.0001399499,0.0001296666,0.0502975,0.00003724038,0.0001153573,0.007489391],"study_design_scores_gemma":[0.000004718708,0.00008374813,0.994019,0.000002943277,0.00002301579,0.003063567,0.00007962569,0.0002762694,0.002093912,0.00004364452,0.0003061706,0.000003318639],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994067,0.0001101117,0.0002077883,0.000007238433,7.716078e-7,0.00000561773,0.0001488209,0.000005198506,0.0001078614],"genre_scores_gemma":[0.9990076,0.00006028898,0.0003262398,0.000008785671,0.000002628499,0.000009009787,0.0004964451,0.000003108107,0.00008587616],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007010901,"threshold_uncertainty_score":0.001731753,"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."}}