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Record W2938085129 · doi:10.5114/jcb.2019.84420

The impact of inter-fraction changes for perineal template-based interstitial gynecologic brachytherapy implants

2019· article· en· W2938085129 on OpenAlexaff
Jean‐Guy Belliveau, Kundan Thind, Robyn Banerjee, Sarah Quirk, Corinne Doll, Tien Phan, Tyler Meyer, Michael Roumeliotis

Bibliographic record

VenueJournal of Contemporary Brachytherapy · 2019
Typearticle
Languageen
FieldMedicine
TopicProstate Cancer Diagnosis and Treatment
Canadian institutionsUniversity of CalgaryBaker Hughes (Canada)
Fundersnot available
KeywordsBrachytherapyMedicineNuclear medicineUrologyGynecologySurgeryRadiation therapy

Abstract

fetched live from OpenAlex

Purpose: Perineal template-based interstitial gynecologic brachytherapy (ISBT) treatments are evaluated to determine whether adaptive inter-fraction re-planning is beneficial and necessary to meet the treatment aims of the American Brachytherapy Society (ABS) consensus guidelines for interstitial brachytherapy.Adherence to the EMBRACE II protocol is also assessed. Material and methods:Ten patients receiving radical intent treatment for locally advanced or recurrent gynecologic malignancies underwent a three-fraction ISBT treatment with an ABS-recommended prescription regimen of 21 to 24 Gy.Clinical treatment plans were created according to a computed tomography (CT) acquired immediately post-implant.The first fraction was delivered on the same day as the implant (Day 1).The remaining two fractions were delivered on the next day (Day 2), at least six hours apart.Prior to treating on Day 2, a verification CT was acquired, permitting assessment of over-night changes.The Day 2 CT was used to evaluate deviations in 2-Gy-per-fraction equivalent dose (EQD 2 ) from the clinically intended dosimetry for clinical target volume (CTV), bladder, rectum, and sigmoid.Results: For all patients, the median (range) difference between the intended and the delivered dosimetry for the CTV D90% was 1.4 Gy 10 (0.3-4.4 Gy 10 ).For all normal tissues, the median (range) difference from the intended normal tissue dose was 2.6 Gy 3 (0.1-15.5 Gy 3 ).In all cases, the deviation from clinically intended dosimetry did not lead to a violation of recommended normal tissue dose guidelines.For two of 10 patients with large normal tissue differences (> 10 Gy 3 from the intended dose), inter-fraction adaptive planning did improve the plan quality, but was not strictly required to meet the normal tissue dose planning aims. Conclusions:The implementation of perineal template-based ISBT treatment without inter-fraction adaptive planning can be delivered to comply with the ABS normal tissue dose guidelines and EMBRACE II limits for prescribed dose.

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)0.001
metaresearch head score (Gemma)0.003
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 score0.002
Threshold uncertainty score0.008

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0010.000
Open science0.0010.000
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 head0.032
GPT teacher head0.340
Teacher spread0.308 · 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

Citations6
Published2019
Admission routes1
Has abstractyes

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