{"id":"W4406378280","doi":"10.14740/wjon1999","title":"Impact of 2021 World Health Organization Grading, Peritumoral Edema, and Radiotherapy on the Recurrence of a Grossly Resected Intracranial Meningiomas: A Ten-Year Follow-Up Study","year":2025,"lang":"en","type":"article","venue":"World Journal of Oncology","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Grading (engineering); Radiation therapy; Meningioma; Edema; Surgery; Radiology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007432848,0.0002194259,0.0002532119,0.0008946804,0.000303589,0.0005060256,0.000248537,0.0002454048,0.0007305872],"category_scores_gemma":[0.001830539,0.0001477133,0.0006717617,0.0005644824,0.0001501055,0.0004122963,0.0003808985,0.0003081062,0.0001978161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003986881,"about_ca_system_score_gemma":0.0003340139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006265712,"about_ca_topic_score_gemma":0.006993943,"domain_scores_codex":[0.9997185,0.0000506462,0.00003463637,0.00004534673,0.000078472,0.00007235153],"domain_scores_gemma":[0.998483,0.0001756813,0.0008336969,0.00008603529,0.0002188118,0.0002027962],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009237019,0.00001724298,0.9985934,0.000003321788,0.0000275927,0.00008313313,0.00002883974,0.00002519064,0.00006898363,0.000002377151,0.00002441298,0.001033215],"study_design_scores_gemma":[0.000001842614,0.0001403901,0.9992473,0.000002708984,0.00003068243,0.000255273,0.00008688923,0.00008219849,0.00005343572,0.000003931993,0.00009316691,0.000002207519],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992664,0.0002417349,0.00002874135,0.00001801982,0.00000414729,0.000003230067,0.0002342658,0.000001479665,0.000201959],"genre_scores_gemma":[0.9993019,0.0001079048,0.00002174555,0.000007582711,0.000006561094,0.000002850356,0.0004340204,9.581172e-7,0.0001165085],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006265712,"threshold_uncertainty_score":0.01245844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02471218498288228,"score_gpt":0.3535592232815432,"score_spread":0.3288470382986609,"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."}}