{"id":"W4385782043","doi":"10.3171/2023.6.jns23465","title":"Grade 3 meningioma survival and recurrence outcomes in an international multicenter cohort","year":2023,"lang":"en","type":"article","venue":"Journal of neurosurgery","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Brain Institute; University of Calgary; University of Toronto; University of British Columbia","funders":"Brain Tumour Charity","keywords":"Medicine; Meningioma; Cohort; Radiation therapy; Natural history; Multivariate analysis; Cohort study; Internal medicine; Surgery; Population; Retrospective cohort study","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":[0.0005423835,0.0002581147,0.0002687423,0.0007825676,0.0004241737,0.0005692705,0.0002614315,0.000245913,0.0009604737],"category_scores_gemma":[0.001242172,0.0001621331,0.0003863644,0.0007517805,0.000164004,0.0004325078,0.0005125412,0.0003223612,0.0002147206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002687697,"about_ca_system_score_gemma":0.0002805596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004125735,"about_ca_topic_score_gemma":0.00528686,"domain_scores_codex":[0.9997789,0.00003957897,0.00002450288,0.00006810399,0.00003639828,0.00005250007],"domain_scores_gemma":[0.9990503,0.00006818461,0.000579912,0.00008954556,0.00007165865,0.0001403109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001246126,0.00001515068,0.9981881,0.000003185832,0.00003423952,0.00009962144,0.00007083911,0.00003657728,0.0001942131,0.000008092361,0.0001067336,0.001118722],"study_design_scores_gemma":[0.0000115668,0.0001002232,0.9984418,0.000006061352,0.00003203029,0.0007329255,0.0001894032,0.0001204497,0.00007376678,0.00001466412,0.0002726872,0.000004490226],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993665,0.00009798134,0.00004074646,0.0000184219,0.000001905683,0.000004586518,0.0002963109,0.000002039942,0.0001715242],"genre_scores_gemma":[0.9990601,0.00009604897,0.00006118912,0.00001638885,0.000009474125,0.000009792687,0.0006848764,0.000002538895,0.0000594966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004125735,"threshold_uncertainty_score":0.008203447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06051971053376305,"score_gpt":0.3369766558243669,"score_spread":0.2764569452906039,"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."}}