{"id":"W4379768667","doi":"10.1093/noajnl/vdad057","title":"A multi-institutional retrospective pooled outcome analysis of molecularly annotated pediatric supratentorial<i>ZFTA-</i>fused ependymoma","year":2023,"lang":"en","type":"article","venue":"Neuro-Oncology Advances","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Université de Montréal; SickKids Foundation; Centre Hospitalier Universitaire Sainte-Justine; Hospital for Sick Children","funders":"Robert Connor Dawes Foundation; Cancer Australia; State Government of Victoria; Australian Government; Hospital Research Foundation","keywords":"Medicine; Ependymoma; Cohort; Retrospective cohort study; Overall survival; Internal medicine; Oncology; Radiation therapy; Pediatrics; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002460258,0.0003005528,0.001127051,0.001170427,0.0001478194,0.00001373884,0.0001517905,0.0001735389,0.0001186364],"category_scores_gemma":[0.0008981393,0.0002381305,0.0004576188,0.00396449,0.0001667221,0.0001753692,0.00007524875,0.0002460581,0.00009373132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002540764,"about_ca_system_score_gemma":0.0002125191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006431955,"about_ca_topic_score_gemma":0.0001596108,"domain_scores_codex":[0.9976128,0.0001720876,0.0006739582,0.0006317935,0.0004814092,0.0004279019],"domain_scores_gemma":[0.9982512,0.0004576147,0.0003598633,0.0003679207,0.0003802535,0.000183154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003953959,0.001226496,0.9330485,0.00004010004,0.001580798,0.003978169,0.0001453499,0.001572517,0.05701903,0.0002770562,0.0002183425,0.0004982236],"study_design_scores_gemma":[0.007017718,0.001230867,0.9725689,0.000007962232,0.006245928,0.00007006884,0.00007185651,0.002509066,0.007687407,0.00005884633,0.00231808,0.0002132711],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958737,0.0006984854,0.000165457,0.0008615294,0.001127323,0.000612773,0.00017741,0.000199989,0.0002832567],"genre_scores_gemma":[0.9973563,0.0004731466,0.001121354,0.0003417034,0.0001807577,0.0001618645,0.0002872465,0.00002516576,0.0000524514],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04933163,"threshold_uncertainty_score":0.9710681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02785723069841895,"score_gpt":0.3375170725764676,"score_spread":0.3096598418780487,"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."}}