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Record W2738721959 · doi:10.3171/2017.2.jns162608

Management of multiple meningiomas

2017· article· en· W2738721959 on OpenAlexaff
Georgios Tsermoulas, Mazda K. Turel, Jared T. Wilcox, David Shultz, Richard Farb, Gelareh Zadeh, Mark Bernstein

Bibliographic record

VenueJournal of neurosurgery · 2017
Typearticle
Languageen
FieldMedicine
TopicMeningioma and schwannoma management
Canadian institutionsToronto Western HospitalPrincess Margaret Cancer Centre
FundersUniversity of BirminghamUniversity Hospitals Birmingham NHS Foundation Trust
KeywordsMedicineAsymptomaticMeningiomaEpidemiologyNeurofibromatosisRadiation therapySurgeryDiseaseRadiologyInternal medicine

Abstract

fetched live from OpenAlex

OBJECTIVE Multiple meningiomas account for 1%-10% of meningiomas. This study describes epidemiological aspects of the disease and its management, which is more challenging than for single tumors. METHODS A consecutive series of adult patients with ≥ 2 spatially separated meningiomas was reviewed. Patients with neurofibromatosis Type 2 were excluded. The authors collected clinical, imaging, histological, and treatment data to obtain information on epidemiology, management options, and outcomes of active treatment and surveillance. RESULTS A total of 133 consecutive patients were included over 25 years, with a total of 395 synchronous and 53 metachronous meningiomas, and a median of 2 tumors per patient. One hundred six patients had sporadic disease, 26 had radiation-induced disease, and 1 had familial meningiomatosis. At presentation, half of the patients were asymptomatic. In terms of their maximum cross-sectional diameter, the tumors were small (≤ 2 cm) in 67% and large (> 4 cm) in 11% of the meningiomas. Fifty-four patients had upfront treatment, and 31 had delayed treatment after an observation period (mean 4 years). One in 4 patients had ≥ 2 meningiomas treated. Overall, 64% of patients had treatment for 142 tumors-67 with surgery and 18 with radiotherapy alone. The mean follow-up was 7 years, with 13% of treated patients receiving salvage therapy. Approximately 1 in 4 patients who underwent surgery had ≥ 1 WHO Grade II or III meningioma. Meningiomas of different histological subtypes and grades in the same patient were not uncommon. CONCLUSIONS Multiple meningiomas are often asymptomatic, probably because the majority are small and a significant proportion are induced by radiation. Approximately two-thirds of patients with multiple meningiomas require therapy, but only one-third of all meningiomas need active treatment. The authors recommend surveillance for stable and asymptomatic meningiomas and therapy for those that are symptomatic or growing.

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation 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 score0.273
Threshold uncertainty score0.341

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
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)0.0000.000

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 head0.049
GPT teacher head0.300
Teacher spread0.251 · 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 teacher head, 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".

Quick stats

Citations50
Published2017
Admission routes1
Has abstractyes

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