{"id":"W4410761938","doi":"10.1093/neuonc/noaf125","title":"Postoperative radiotherapy in subtotally resected recurrent WHO grade 1 meningiomas with intermediate-/high-risk molecular profiles","year":2025,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University Health Network","funders":"Medizinischen Fakultät Heidelberg, Universität Heidelberg","keywords":"Medicine; Progression-free survival; Radiation therapy; Meningioma; Proportional hazards model; Internal medicine; Clinical endpoint; Retrospective cohort study; Grading (engineering); Oncology; Tumor progression; Surgery; Overall survival; Cancer; Clinical trial; 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":[0.0002333614,0.0001583072,0.0002033719,0.0002701168,0.0001595564,0.0002324181,0.0001650398,0.0001549048,0.0003854982],"category_scores_gemma":[0.0006367126,0.00008622138,0.0003015084,0.0002261761,0.0001217201,0.0001229539,0.000171664,0.000171758,0.0001159282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002788917,"about_ca_system_score_gemma":0.0002966987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001895157,"about_ca_topic_score_gemma":0.003889495,"domain_scores_codex":[0.9998982,0.00001971616,0.00001288835,0.00001813127,0.00002264555,0.0000283939],"domain_scores_gemma":[0.999681,0.00004221441,0.0001761171,0.00002803026,0.00001997696,0.0000526623],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001693447,0.000059948,0.9806374,0.00003679719,0.00007484317,0.001738097,0.00009316453,0.000198486,0.003134154,0.00001945852,0.0001285686,0.0121855],"study_design_scores_gemma":[0.00002511457,0.0009956418,0.9897983,0.00001297391,0.0001552906,0.006452051,0.0001643722,0.0003623951,0.001450938,0.00004873214,0.0005277574,0.000006360917],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994227,0.000296044,0.0000591944,0.000007898467,0.000001854533,0.000003413325,0.00006095519,0.000002591961,0.0001453649],"genre_scores_gemma":[0.9997111,0.00009435215,0.00004340428,0.000005800145,0.000002617618,0.000002323867,0.0000989133,8.756708e-7,0.00004068036],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001895157,"threshold_uncertainty_score":0.003768206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01192467753915518,"score_gpt":0.2927455882457013,"score_spread":0.2808209107065462,"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."}}