Evidence map›Paper›PMID 39019073›Full record

ArticlePhysics in medicine and biology2024

Multi-modal fusion and feature enhancement U-Net coupling with stem cell niches proximity estimation for voxel-wise GBM recurrence prediction

Changzhe Jiao, Yi Lao, Wenwen Zhang, Steve Braunstein, Mia Salans, Javier Villanueva-Meyer, Shawn L Hervey-Jumper, Bo Yang, Olivier Morin, Gilmer Valdes and 5 more

Abstract read
In one paragraph

Article in Physics in medicine and biology, 2024. 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

15 authors.

Changzhe JiaoDepartment of Radiation Oncology, UC San Francisco, San Francisco, CA 94143, United States of America.
Yi LaoDepartment of Radiation Oncology, UC Los Angeles, Los Angeles, CA 90095, United States of America.
Wenwen ZhangDepartment of Radiation Oncology, UC San Francisco, San Francisco, CA 94143, United States of America.
Steve BraunsteinDepartment of Radiation Oncology, UC San Francisco, San Francisco, CA 94143, United States of America.
Mia SalansDepartment of Radiation Oncology, UC San Francisco, San Francisco, CA 94143, United States of America.
Javier Villanueva-MeyerDepartment of Radiology and Biomedical Imaging, UC San Francisco, San Francisco, CA 94143, United States of America.
Shawn L Hervey-JumperDepartment of Neurosurgery, UC San Francisco, San Francisco, CA 94143, United States of America.
Bo YangDepartment of Radiation Oncology, UC San Francisco, San Francisco, CA 94143, United States of America.
Olivier MorinDepartment of Radiation Oncology, UC San Francisco, San Francisco, CA 94143, United States of America.
Gilmer ValdesDepartment of Radiation Oncology, UC San Francisco, San Francisco, CA 94143, United States of America.
Zhaoyang FanDepartment of Radiology, University of Southern California, Los Angeles, CA 90033, United States of America.ORCID 0000-0002-2693-0260
Mark ShiroishiDepartment of Radiology, University of Southern California, Los Angeles, CA 90033, United States of America.
Gabriel ZadaDepartment of Neurosurgery, University of Southern California, Los Angeles, CA 90033, United States of America.
Ke ShengDepartment of Radiation Oncology, UC San Francisco, San Francisco, CA 94143, United States of America.ORCID 0000-0002-6696-5409
Wensha YangDepartment of Radiation Oncology, UC San Francisco, San Francisco, CA 94143, United States of America.ORCID 0000-0002-7274-9454

Funding

Advanced prediction of GBM recurrence (TIME) for personalized radiotherapyR21CA267139 · NCI · UNIVERSITY OF SOUTHERN CALIFORNIA · PI YANG, WENSHA · 2022 to 2024
$411k
NCI NIH HHS R21 CA267139
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Brain NeoplasmsGlioblastomaMagnetic Resonance ImagingNeoplasm Recurrence, LocalFemaleHumansImage Processing, Computer-AssistedMaleMiddle AgedNeural Networks, ComputerRecurrenceRetrospective Studiesfeature enhancementGBM recurrence predictionmulti-modal fusionstem cell niches

Identifiers

PMID39019073
PMCPMC11308744

What OpenQuestion holds

Textmetadata
LicenceTDM
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.