{"id":"W4402266260","doi":"10.1158/1538-7445.pediatric24-b073","title":"Abstract B073: Radiotherapy dosing in intracranial ependymoma using the National Cancer Database","year":2024,"lang":"en","type":"article","venue":"Cancer Research","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dosing; Ependymoma; Medicine; Radiation therapy; Cancer; Oncology; Internal medicine; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002211384,0.0002215661,0.0009351029,0.002283242,0.0001868992,0.000730978,0.0006186332,0.000393557,0.002370739],"category_scores_gemma":[0.0108024,0.0002235359,0.001047118,0.007095286,0.0001082924,0.0005347423,0.0004639905,0.0006191314,0.000425478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001021818,"about_ca_system_score_gemma":0.0009719437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01909639,"about_ca_topic_score_gemma":0.01737377,"domain_scores_codex":[0.996929,0.0008130796,0.0007780244,0.0007158149,0.0006213496,0.0001427043],"domain_scores_gemma":[0.9906667,0.003611996,0.003812056,0.0006807982,0.0009263933,0.0003021605],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001563616,0.00004788797,0.9831805,0.0005342852,0.001198265,0.00007755391,0.00005732543,0.0007074841,0.0002465403,0.00008148441,0.004407044,0.00789814],"study_design_scores_gemma":[0.0001072883,0.00009157517,0.9946774,0.00009535569,0.0005790498,0.0002197895,0.00004475885,0.0009278173,0.000236798,0.0000393244,0.002968639,0.00001231727],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7778385,0.005391898,0.001008301,0.0003960281,0.0000511554,0.0001778279,0.2117289,0.00008386074,0.003323534],"genre_scores_gemma":[0.8925742,0.001079685,0.001013913,0.0001939392,0.00003997232,0.0002637962,0.1043877,0.00003894647,0.00040781],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01909639,"threshold_uncertainty_score":0.03797042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1824038355501668,"score_gpt":0.5027136227315538,"score_spread":0.320309787181387,"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."}}