{"id":"W2000067986","doi":"10.1016/j.ijrobp.2011.10.039","title":"Survival Benefit for Pediatric Patients With Recurrent Ependymoma Treated With Reirradiation","year":2012,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":135,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation; Princess Margaret Cancer Centre; Hospital for Sick Children; University of Toronto","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Ependymoma; Neurocognitive; Radiation therapy; Retrospective cohort study; Cohort; Surgery; Chemotherapy; Hyperfractionation; Internal medicine; Dose fractionation","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":[],"consensus_categories":[],"category_scores_codex":[0.0003066559,0.0002367411,0.0004734282,0.0002236495,0.00007826096,0.00002199694,0.0001588105,0.0001631835,0.00003674231],"category_scores_gemma":[0.0001249129,0.0001617571,0.0001669143,0.0002035414,0.00005091247,0.0003590634,0.00001965025,0.000215327,0.00001444396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007349633,"about_ca_system_score_gemma":0.0002316346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001025814,"about_ca_topic_score_gemma":0.000007231899,"domain_scores_codex":[0.9984828,0.0000809711,0.0005559958,0.0002029391,0.000372221,0.0003050778],"domain_scores_gemma":[0.9968807,0.0003673747,0.001079113,0.0001346941,0.001319026,0.0002191002],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001850197,0.002060252,0.9365644,0.000009465381,0.0007019931,0.00001372905,0.0001484723,0.0001573503,0.00004739111,0.003193674,0.0002970991,0.05495591],"study_design_scores_gemma":[0.01993072,0.006040779,0.9651597,0.00004585941,0.0007796811,0.0001000726,0.00003424379,0.0002570092,0.0006570203,0.0005075005,0.006269686,0.0002177613],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946179,0.0004313765,0.00187707,0.0008580308,0.001320604,0.0005534114,0.0001323796,0.00002770719,0.000181521],"genre_scores_gemma":[0.9933407,0.0001696449,0.002927253,0.0001853951,0.002704485,0.00005512876,0.0005645778,0.00003786126,0.00001501256],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05473815,"threshold_uncertainty_score":0.6596262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02123526810473402,"score_gpt":0.3096636275137916,"score_spread":0.2884283594090575,"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."}}