{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003853191,0.000189054,0.0003489193,0.000883907,0.0002144113,0.0003716725,0.0003274781,0.000199799,0.001311675],"category_scores_gemma":[0.001160153,0.0001067489,0.0003792855,0.0005019918,0.0002040066,0.0002293496,0.0004814126,0.0002400578,0.0002506583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002813345,"about_ca_system_score_gemma":0.0001899319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001724233,"about_ca_topic_score_gemma":0.003604671,"domain_scores_codex":[0.9996446,0.00003741888,0.00004444839,0.0001427447,0.00006211387,0.00006861681],"domain_scores_gemma":[0.9994186,0.0001359748,0.0001987344,0.00006677687,0.0001033105,0.00007657555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003874078,0.00001392108,0.9830006,0.00003057844,0.0001342242,0.0003642329,0.0001492418,0.000101334,0.007661802,0.00004779335,0.0002040639,0.007904697],"study_design_scores_gemma":[0.000005494176,0.00005536019,0.9967146,0.000008837203,0.0000532572,0.001596359,0.0001187377,0.0001502867,0.0008635306,0.00007035657,0.0003584478,0.00000479408],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998461,0.0002819103,0.0002303315,0.00001146016,0.000002822595,0.00001080157,0.0005558397,0.00001467251,0.0004310622],"genre_scores_gemma":[0.9982079,0.0001177363,0.0001882046,0.00001489181,0.000003316853,0.00001106032,0.001307508,0.000009184031,0.000140186],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001724233,"threshold_uncertainty_score":0.004388034,"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."}}