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Record W4214843680 · doi:10.1055/s-0042-1743786

Patient Selection for Adjuvant Radiotherapy in WHO Grade 2 Intracranial Meningiomas

2022· article· en· W4214843680 on OpenAlexaff
Alexander D. Rebchuk, Armaghan Alam, Celine Hounjet, Bradley M. Chaharyn, Stephen Yip, Peter Gooderham, Serge Makarenko

Bibliographic record

VenueJournal of Neurological Surgery Part B Skull Base · 2022
Typearticle
Languageen
FieldMedicine
TopicMeningioma and schwannoma management
Canadian institutionsUniversity of British Columbia
Fundersnot available
KeywordsMedicineRadiation therapyAdjuvant radiotherapyAdjuvantMeningiomaAdjuvant therapyOverall survivalSurgeryRadiologyOncologyChemotherapy

Abstract

fetched live from OpenAlex

Introduction: Meningiomas are the most common intracranial tumor, of which 5 to 20% are classified as WHO grade 2. Compared with lower grade meningiomas, these tumors recur more frequently and have worse overall survival. There is conflicting evidence whether adjuvant radiotherapy improves overall survival and local recurrence following surgical resection of grade 2 meningiomas. In this study, our objective was to explore patient-level factors in patients receiving surgery with adjuvant radiotherapy compared with surgery alone for grade 2 meningiomas at a tertiary care university hospital. Methods: We performed a retrospective study of all patients diagnosed with a WHO Grade 2 intracranial meningioma at our institution between July 2007 and 2020. All patients underwent initial operative resection and, at the discretion of the treating neurosurgeon and local cancer agency, select patients underwent adjuvant radiotherapy. Between group differences in demographics, clinical presentation, extent of resection, and tumor location were explored. Results: A total of 191 patients were included in the study, of which 19 (9.9%) received adjuvant radiotherapy after surgical resection. Mean age was 57.5 ± 14.8 years, 123 patients (64.4%) were female, and mean Karnofsky Performance Scale (KPS) on presentation was 71 ± 18. There were no differences in age, sex, or KPS between groups. Tumor location significantly varied between groups, p = 0.02. Patients receiving adjuvant radiotherapy had a higher proportion of tumors located on the sphenoid ridge (47.4 vs. 12.8%), and a lower proportion located at convexity (15.8 vs. 35.5%) and falcine/parasagittal (15.8 vs. 26.7%) locations. Subtotal resection (Simpson grade 4–5) was associated with a significantly higher likelihood of receiving adjuvant radiotherapy (OR: 6.2 [95% CIs: 2.3, 16.8], p < 0.001). There were no differences in overall survival ( p = 0.905) or progression-free survival ( p = 0.983) between groups. Conclusion: At a tertiary care academic hospital, factors increasing the likelihood of undergoing adjuvant radiotherapy following surgical resection of a WHO grade 2 intracranial meningioma include subtotal resection, and deeper, more challenging to access tumor locations. To determine if adjuvant radiotherapy confers a survival or local recurrence advantage in grade 2 meningiomas, future prospective trials must control for these potentially confounding factors. Publication History Article published online: 15 February 2022 © 2022. Thieme. All rights reserved. Georg Thieme Verlag KG Rüdigerstraße 14, 70469 Stuttgart, Germany

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.002
Threshold uncertainty score0.007

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.037
GPT teacher head0.266
Teacher spread0.229 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

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Citations0
Published2022
Admission routes1
Has abstractyes

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