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Record W4308977416 · doi:10.1093/neuonc/noac209.952

QOL-25. IMPACTS OF IMPLEMENTING A PROSPECTIVE TREATMENT AND SURVEILLANCE PROTOCOL FOR THE MANAGEMENT OF NF2-ASSOCIATED VESTIBULAR SCHWANNOMAS ON TUMOR GROWTH, HEARING OUTCOMES, AND QUALITY OF LIFE

2022· article· en· W4308977416 on OpenAlexaffabout
Julien Rousseau, Andrea Dahoud, Moujahed Labidi, Zaki El Haffaf, Marie Florescu, Issam Saliba, Marie-Hélène Gosselin, Sarah Lapointe

Bibliographic record

VenueNeuro-Oncology · 2022
Typearticle
Languageen
FieldMedicine
TopicMeningioma and schwannoma management
Canadian institutionsUniversité de Montréal
Fundersnot available
KeywordsMedicineBevacizumabNeurofibromatosis type 2Quality of life (healthcare)Prospective cohort studyHearing lossCohortPediatricsSurgeryInternal medicineAudiologySchwannomaChemotherapy

Abstract

fetched live from OpenAlex

Abstract Neurofibromatosis type 2 (NF2) is an autosomal dominant neurocutaneous syndrome associated with the development of nervous system tumors, including vestibular schwannomas (VS), meningiomas, and ependymomas. Although considered a rare illness, it is a source of significant morbidity, mainly due to early hearing loss leading to decreased autonomy and productivity among young adults. Bevacizumab, a monoclonal antibody against VEGF, has been shown to improve audition and tumor size in observational studies on NF2-associated VS. The most common limitations in the literature include the lack of reliable control groups, the paucity of data on quality of life, and the lack of detailed audiology testing guidelines. Moreover, the cost of bevacizumab is a limiting factor in access to care. In our Canadian tertiary care center, bevacizumab has been offered to NF2 patients with VS complications without specific indications on optimal treatment initiation time or duration. We present a hybrid cohort study protocol with retrospective and prospective arms aimed at measuring the impacts of introducing a standardized treatment and surveillance protocol on tumor growth, hearing outcomes, and quality of life. Patients from the multidisciplinary neurofibromatosis clinic at the University of Montreal Health Center, Canada, will be evaluated for inclusion in the prospective arm through regular audiological evaluations and imaging. Eligible individuals will receive bevacizumab at an initial dose of 5 mg/kg every 2 weeks for a year while participating in serial audiological, radiological, and quality of life assessments. The results will be compared to those of our historical cohort. Our primary outcomes will be tumor growth rate (% per year) for vestibular schwannomas, meningiomas and ependymomas, audiological test results, and quality of life and subjective hearing estimated through standardized questionnaires (SF-36, SSQ). We hypothesize that patients enrolled in the prospective arm will show improved clinical response compared to our historical cohort.

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)0.013
metaresearch head score (Gemma)0.015
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 score0.016
Threshold uncertainty score0.069

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0130.015
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.002
Bibliometrics0.0000.001
Science and technology studies0.0010.001
Scholarly communication0.0010.000
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0030.001

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 head0.064
GPT teacher head0.367
Teacher spread0.303 · 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".

Quick stats

Citations0
Published2022
Admission routes2
Has abstractyes

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