{"id":"W4411561284","doi":"10.1002/ijc.70016","title":"How long should survivors of pediatric medulloblastoma and ependymoma be screened for recurrence? A retrospective cohort study","year":2025,"lang":"en","type":"article","venue":"International Journal of Cancer","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Princess Margaret Cancer Centre; Hospital for Sick Children; University Health Network","funders":"","keywords":"Medulloblastoma; Ependymoma; Medicine; Retrospective cohort study; Cohort; Pediatrics; Surgery; Internal medicine; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001385888,0.0002585403,0.0004578356,0.0007710467,0.0005323054,0.0005949124,0.0005416589,0.0004722745,0.0006614203],"category_scores_gemma":[0.004771827,0.000400541,0.0007012529,0.001244845,0.000273742,0.0008495095,0.0004543798,0.0006265535,0.000197507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004754467,"about_ca_system_score_gemma":0.0006010869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006074953,"about_ca_topic_score_gemma":0.007265405,"domain_scores_codex":[0.9988469,0.000238519,0.0001975667,0.0003593678,0.0001857921,0.000171965],"domain_scores_gemma":[0.9962876,0.0005023304,0.001973008,0.0004668835,0.0004193021,0.0003509395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007191987,0.0000130603,0.9988678,0.000007492078,0.00004553483,0.0001113234,0.00005918145,0.000008570808,0.00004615377,0.000007608653,0.00006040092,0.0007010477],"study_design_scores_gemma":[0.00001383694,0.0002583093,0.9968168,0.00002462419,0.0001614756,0.001530835,0.0004540518,0.0001162508,0.00007518413,0.00002221434,0.0005175497,0.00000898229],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987426,0.0005644427,0.000107105,0.0000365209,0.000008554725,0.00001667288,0.0003459903,0.000002913034,0.0001751395],"genre_scores_gemma":[0.9987499,0.0003673105,0.0001275131,0.00004961339,0.00001612332,0.00002602908,0.0005935433,0.000004101701,0.00006593794],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006074953,"threshold_uncertainty_score":0.01207924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.025191752190079,"score_gpt":0.3557419287984271,"score_spread":0.3305501766083481,"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."}}