{"id":"W2913160740","doi":"10.1002/cncr.31995","title":"Survival and functional outcomes of molecularly defined childhood posterior fossa ependymoma: Cure at a cost","year":2019,"lang":"en","type":"article","venue":"Cancer","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":68,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Princess Margaret Cancer Centre; Hospital for Sick Children","funders":"Canadian Institutes of Health Research; National Cancer Institute; National Institutes of Health; Hospital for Sick Children; Brain Tumour Foundation of Canada; University of Toronto; Pediatric Brain Tumor Foundation; American Brain Tumor Association","keywords":"Medicine; Ependymoma; Neurocognitive; Radiation therapy; Cohort; Astrocytoma; Surgery; Internal medicine; Pediatrics; Oncology; Glioma; Psychiatry; Cognition","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00003240658,0.0001136234,0.0002866657,0.00004278654,0.00002626153,0.000007067676,0.00002207071,0.00004897613,0.0007980837],"category_scores_gemma":[0.00001355397,0.0000829958,0.00008210652,0.00006086805,0.00002736443,0.00003202589,0.00004160551,0.0000470148,0.00004128642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007521378,"about_ca_system_score_gemma":0.00005952514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001301065,"about_ca_topic_score_gemma":0.00008239094,"domain_scores_codex":[0.9993597,0.00001122009,0.0001289827,0.0001894554,0.0001805575,0.0001301204],"domain_scores_gemma":[0.9995967,0.00003312994,0.00005628268,0.0001683682,0.00006400568,0.00008154833],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001275543,0.0001901473,0.9898475,0.00003899274,0.0002551177,0.00004377128,0.0000753753,0.000002553807,0.006296609,0.0001760355,0.0004229972,0.002523394],"study_design_scores_gemma":[0.004474533,0.0001478237,0.9888761,0.00005694634,0.0001527428,0.00006318213,0.00002891898,0.000006251636,0.004792963,0.00001444511,0.001309669,0.00007644387],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943811,0.002246085,0.000003411938,0.001632313,0.0003022869,0.0004243665,0.00007931834,0.00001272169,0.0009184511],"genre_scores_gemma":[0.9988477,0.00005915122,0.00005427468,0.000299937,0.00003469908,0.00007500638,0.00003598135,0.00001482983,0.0005784724],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004466603,"threshold_uncertainty_score":0.8738457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01545585305158637,"score_gpt":0.2622134284042053,"score_spread":0.2467575753526189,"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."}}