{"id":"W4401793465","doi":"10.1093/neuonc/noae166","title":"Distinct relapse pattern across molecular ependymoma types","year":2024,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"National Cancer Institute; Universitätsklinikum Hamburg-Eppendorf; National Institutes of Health; Universitätsklinikum Heidelberg; Aarhus Universitetshospital; Medizinische Universität Wien; Hospital for Sick Children; CERN; Deutsche Forschungsgemeinschaft; Deutsches Krebsforschungszentrum; Rheinische Friedrich-Wilhelms-Universität Bonn; Universität Wien; Universitätsklinikum Essen; Deutschen Konsortium für Translationale Krebsforschung; Aarhus Universitet","keywords":"Ependymoma; Medicine; Internal medicine; Cohort; Gastroenterology; Pathology; Oncology","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001029363,0.0001769176,0.0003219719,0.00006691374,0.00005811222,0.00003544303,0.00008168778,0.0001477249,0.000341595],"category_scores_gemma":[0.0001126764,0.0001370371,0.0001507062,0.0001743737,0.0000756025,0.00003770181,0.00009144744,0.0002632064,0.0008970282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001529417,"about_ca_system_score_gemma":0.000112091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004388424,"about_ca_topic_score_gemma":0.00005028967,"domain_scores_codex":[0.9987646,0.00007699104,0.0002210336,0.000423587,0.0001692633,0.0003444705],"domain_scores_gemma":[0.9991628,0.0002884294,0.00003633525,0.0003080491,0.00004010767,0.0001643147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001577256,0.001306075,0.03231101,0.0002160124,0.000420639,0.1517203,0.0009183157,0.000007371218,0.265528,0.00100181,0.02323615,0.5231766],"study_design_scores_gemma":[0.00322553,0.003121414,0.0317017,0.0001374159,0.0005233892,0.004576706,0.00009658573,0.0005500389,0.08624458,0.0003336691,0.8691989,0.0002900742],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9801466,0.001844312,0.00008308075,0.01036641,0.001144879,0.0003150932,0.00003655972,0.0001888136,0.005874278],"genre_scores_gemma":[0.9973118,0.00005529611,0.00006197709,0.002099411,0.0002026625,0.00009419336,0.0000405377,0.00004519976,0.0000889446],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8459628,"threshold_uncertainty_score":0.9998809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01776683694873986,"score_gpt":0.3247350209039006,"score_spread":0.3069681839551607,"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."}}