Evidence map›Paper›PMID 40940849›Full record

ArticleCancers2025

Workflow Efficiency in Vaginal Cuff High Dose Rate Brachytherapy Using Artificial Intelligence-Based Organ Segmentation and Multi-Channel Cylinder Modeling.

Yohan A Walter, Lane Rosen, Olivia Moncrief, Bethany Broekhoven, Troy Jacobs, Joseph Syh, Joseph Dugas, Kelsi Hoffnung, Mitchell Wolden, Heidi Wimberly and 7 more

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Cancers, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

17 authors.

Yohan A WalterDepartment of Radiation Oncology, Willis Knighton Cancer Center, Shreveport, LA 71103, USA.ORCID 0000-0003-3758-9093
Lane RosenDepartment of Radiation Oncology, Willis Knighton Cancer Center, Shreveport, LA 71103, USA.
Olivia MoncriefSchool of Medicine, Louisiana State University Health Shreveport, Shreveport, LA 71103, USA.
Bethany BroekhovenDepartment of Radiation Oncology, Willis Knighton Cancer Center, Shreveport, LA 71103, USA.
Troy JacobsDepartment of Radiation Oncology, Willis Knighton Cancer Center, Shreveport, LA 71103, USA.
Joseph SyhDepartment of Radiation Oncology, Willis Knighton Cancer Center, Shreveport, LA 71103, USA.
Joseph DugasDepartment of Radiation Oncology, Willis Knighton Cancer Center, Shreveport, LA 71103, USA.
Kelsi HoffnungDepartment of Radiation Oncology, Willis Knighton Cancer Center, Shreveport, LA 71103, USA.
Mitchell WoldenDepartment of Clinical Research, University of Jamestown, Jamestown, ND 58405, USA.ORCID 0000-0002-9390-1590
Heidi WimberlyDepartment of Radiation Oncology, Willis Knighton Cancer Center, Shreveport, LA 71103, USA.
Jessica NashDepartment of Radiation Oncology, Willis Knighton Cancer Center, Shreveport, LA 71103, USA.
Melissa CamdenDepartment of Radiation Oncology, Willis Knighton Cancer Center, Shreveport, LA 71103, USA.
Daniel SpeirDepartment of Radiation Oncology, Willis Knighton Cancer Center, Shreveport, LA 71103, USA.
Krystal JefferyDepartment of Radiation Oncology, Willis Knighton Cancer Center, Shreveport, LA 71103, USA.
Philip Finley DurhamDepartment of Radiation Oncology, Willis Knighton Cancer Center, Shreveport, LA 71103, USA.
Kaylee KallamDepartment of Radiation Oncology, Willis Knighton Cancer Center, Shreveport, LA 71103, USA.
Hsinshun Terry WuDepartment of Radiation Oncology, Willis Knighton Cancer Center, Shreveport, LA 71103, USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

artificial intelligencebrachytherapyhigh dose ratequality improvementradiation oncologyradiation therapytreatment planningvaginal cuff brachytherapyworkflow efficiency

Identifiers

PMID40940849
PMCPMC12427286

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.