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Record W4416527312 · doi:10.1016/j.brachy.2025.10.007

MRI-guided brachytherapy for vaginal recurrence of endometrial cancer

2025· article· en· W4416527312 on OpenAlexafffund
Juliet Maina, Zhihui Amy Liu, Michael Milosevic, Jennifer Croke, Jelena Lukovic, Nauman Malik, Alexandra Rink, Akbar Beiki‐Ardakani, Robert Weersink, Monica Serban, Julia Skliarenko, Sarah Rauth, Jessica L. Conway, Kathy Han

Bibliographic record

VenueBrachytherapy · 2025
Typearticle
Languageen
FieldMedicine
TopicEndometrial and Cervical Cancer Treatments
Canadian institutionsPrincess Margaret Cancer Centre
FundersPrincess Margaret Cancer FoundationMerck
KeywordsEndometrial cancerBrachytherapyVaginal cancerEndometriumRadiation therapy

Abstract

fetched live from OpenAlex

PURPOSE: Vaginal recurrence of endometrial cancer can be salvaged by external beam radiotherapy and vaginal brachytherapy, but data on MRI-guided brachytherapy is limited. This study evaluated disease and toxicity outcomes of patients treated with MRI-guided brachytherapy for vaginal recurrence of endometrial cancer. METHODS: Patients who received salvage MRI-guided interstitial/intracavitary brachytherapy for vaginal recurrence of endometrial cancer between 2015 and 2023 were retrospectively reviewed. Local failure (LF) was estimated using the cumulative incidence function. Disease-free (DFS) and overall survival (OS) were estimated using the Kaplan-Meier method. Toxicities were assessed using the Common Terminology Criteria for Adverse Events (version 5). RESULTS: was 82 Gy. With a median follow up of 39.5 months, 11 patients (20%) developed recurrence: four local failures (LFs), three regional failures, and seven distant failures (simultaneous failures at different sites included). The 2-year LF was 5.9% (95% confidence interval [CI] 1.5%-15.9%); 2-year DFS was 83% (95% CI 73%-94%); and 2-year OS was 94% (95% CI 87%-100%). There were few late toxicities, with the highest toxicity grade being grade 2: 0 gastrointestinal, one genitourinary and six vaginal. CONCLUSION: Patients with vaginal recurrence of endometrial cancer treated with MRI-guided interstitial/intracavitary brachytherapy had favorable local control, DFS, OS and toxicity rates.

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)0.001
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.003
Threshold uncertainty score0.009

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
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)0.0030.001

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 head0.045
GPT teacher head0.387
Teacher spread0.342 · 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
Published2025
Admission routes2
Has abstractno

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