{"id":"W4383871984","doi":"10.1007/978-3-031-29750-2_12","title":"Radiation-Induced Meningiomas","year":2023,"lang":"en","type":"article","venue":"Advances in experimental medicine and biology","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"","keywords":"Medulloblastoma; Radiation therapy; Medicine; Context (archaeology); Tinea capitis; Etiology; Presentation (obstetrics); Pediatrics; Pathology; Dermatology; Surgery; Biology","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":[0.0005678773,0.0003801929,0.0004296286,0.0007701625,0.0003963926,0.0006599812,0.0003274179,0.000557882,0.002111696],"category_scores_gemma":[0.00115823,0.0001257942,0.0005739943,0.0004901042,0.0005978061,0.0003841558,0.0004093694,0.0006720588,0.0006482833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008122776,"about_ca_system_score_gemma":0.0008002414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008125532,"about_ca_topic_score_gemma":0.0009175744,"domain_scores_codex":[0.9997043,0.00009382041,0.00002631854,0.00003558224,0.00009474094,0.00004523435],"domain_scores_gemma":[0.9996192,0.0001091221,0.0001318526,0.00006126899,0.00003513587,0.00004336699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00320178,0.001615453,0.04868147,0.003915867,0.0009470963,0.05223302,0.0008606362,0.003971227,0.3101638,0.02373919,0.006816473,0.5438539],"study_design_scores_gemma":[0.0003638096,0.007704282,0.1599142,0.001594082,0.001084254,0.2277189,0.001212644,0.002616317,0.3508718,0.01576447,0.231027,0.0001282885],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6557823,0.2619166,0.0124108,0.004175312,0.001164489,0.0001673366,0.0005019301,0.0004714706,0.06340975],"genre_scores_gemma":[0.9243004,0.06646959,0.002461668,0.0006906033,0.0005042321,0.00004600295,0.000237123,0.00003482876,0.005255549],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002111696,"threshold_uncertainty_score":0.007064342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06075136859014509,"score_gpt":0.3995050775142101,"score_spread":0.338753708924065,"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."}}