{"id":"W2791038000","doi":"10.1007/s11060-018-2756-1","title":"Pediatric versus adult meningioma: comparison of epidemiology, treatments, and outcomes using the Surveillance, Epidemiology, and End Results database","year":2018,"lang":"en","type":"article","venue":"Journal of Neuro-Oncology","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":51,"is_retracted":false,"has_abstract":false,"ca_institutions":"Montreal Children's Hospital","funders":"National Cancer Institute; Morgan Adams Foundation; Colorado Clinical and Translational Sciences Institute; Children's Hospital Colorado Research Institute; Hartford Foundation for Public Giving","keywords":"Medicine; Epidemiology; Meningioma; Demographics; Young adult; Grading (engineering); Neurofibromatosis; Surveillance, Epidemiology, and End Results; Pediatrics; Age groups; Demography; Gerontology; Surgery; Pathology; Cancer registry","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":[0.00203517,0.000355641,0.0009380495,0.002465132,0.0001898405,0.0008520831,0.0005247869,0.0004916574,0.0009107704],"category_scores_gemma":[0.008543345,0.0002534406,0.001433673,0.004227529,0.0001681213,0.001100605,0.0007371018,0.0006633723,0.0001146982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006375718,"about_ca_system_score_gemma":0.0007614158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007464451,"about_ca_topic_score_gemma":0.007756487,"domain_scores_codex":[0.9969648,0.0006946782,0.0007616999,0.0007552002,0.0004665917,0.000357112],"domain_scores_gemma":[0.993314,0.00159199,0.004019364,0.000275124,0.0004515002,0.0003480217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001187117,0.00005287981,0.9940264,0.0001286453,0.001038682,0.00004093466,0.00005990182,0.0001484583,0.0001078774,0.00006836215,0.000488631,0.002651973],"study_design_scores_gemma":[0.0001054407,0.0002542749,0.9971719,0.00005758938,0.0006010435,0.0002645418,0.0003633163,0.000500581,0.00010283,0.00005509385,0.0005124133,0.00001103865],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860877,0.002305769,0.0002690544,0.0001209097,0.00001522477,0.00003079826,0.01068774,0.000008999634,0.0004737524],"genre_scores_gemma":[0.9877756,0.001152465,0.0003138808,0.00007292073,0.00002446534,0.00005124609,0.01051014,0.000008043744,0.00009122126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007464451,"threshold_uncertainty_score":0.01484197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1559318390408111,"score_gpt":0.4352052693683851,"score_spread":0.279273430327574,"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."}}