{"id":"W4206467252","doi":"10.1093/neuonc/noac012","title":"SIOP Ependymoma I: Final results, long-term follow-up, and molecular analysis of the trial cohort—A BIOMECA Consortium Study","year":2022,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"NIHR Great Ormond Street Hospital Biomedical Research Centre; Associazione Bianca Garavaglia; Brain Tumour Charity; CHILDREN with CANCER UK; James Tudor Foundation; National Institute for Health and Care Research; Cancer Research UK","keywords":"Ependymoma; Cohort; Medicine; Term (time); Oncology; Internal medicine; Surgery; Physics","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":[0.0004516442,0.0001947282,0.000853213,0.0003849434,0.0001959346,0.00001146244,0.0001904293,0.00007603945,0.0002223757],"category_scores_gemma":[0.0003160015,0.0001398778,0.0003391181,0.001086994,0.0001468087,0.00001948859,0.0003631314,0.0002631018,0.000002543808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001484304,"about_ca_system_score_gemma":0.000219387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001293314,"about_ca_topic_score_gemma":0.000182798,"domain_scores_codex":[0.9974045,0.0006958066,0.0006054469,0.0005428759,0.0004888148,0.0002625584],"domain_scores_gemma":[0.9982597,0.0005256397,0.0003548235,0.0006557907,0.00008209116,0.0001219575],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03555478,0.008867627,0.8505396,0.00001850003,0.005832575,0.008560659,0.0008013209,0.00008740615,0.08222947,0.00007918595,0.001652225,0.005776631],"study_design_scores_gemma":[0.1399844,0.01764147,0.8103783,0.000006729044,0.01522393,0.0003081158,0.0004276231,0.0001503747,0.01208324,0.0000117305,0.003596232,0.0001879031],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941032,0.000234964,0.000001845868,0.002353262,0.0007507306,0.001999008,0.0001234646,0.00002228547,0.0004112517],"genre_scores_gemma":[0.9987583,0.00002088827,0.00001119611,0.0006723387,0.00004257187,0.0003644943,0.00006666315,0.00001864965,0.00004492647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1044296,"threshold_uncertainty_score":0.5704052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03388866853965134,"score_gpt":0.3230746304294576,"score_spread":0.2891859618898062,"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."}}