Evidence map›Paper›PMID 41451320›Full record

ArticleProceedings. IEEE International Symposium on Biomedical Imaging2025

LOGSAGE: LOG-BASED SALIENCY FOR GUIDED ENCODING IN ROBUST NUCLEI SEGMENTATION OF IMMUNOFLUORESCENCE HISTOLOGY IMAGES.

Sahar A Mohammed, Siyavash Shabani, Muhammad Sohaib, Corina Nicolescu, Mary Helen Barcellos-Hoff, Bahram Parvin

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Proceedings. IEEE International Symposium on Biomedical Imaging, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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

6 authors.

Sahar A MohammedDepartment of Electrical and Biomedical Engineering, University of Nevada, Reno (UNR).
Siyavash ShabaniDepartment of Electrical and Biomedical Engineering, University of Nevada, Reno (UNR).
Muhammad SohaibDepartment of Electrical and Biomedical Engineering, University of Nevada, Reno (UNR).
Corina NicolescuDepartment of Electrical and Biomedical Engineering, University of Nevada, Reno (UNR).
Mary Helen Barcellos-HoffDepartment of Radiation Oncology, University of California, San Francisco.
Bahram ParvinDepartment of Electrical and Biomedical Engineering, University of Nevada, Reno (UNR).

Funding

Investigating the Genesis of Tumor Immune Microenvironment (TIME) as a function of InflammationR01CA270332 · NCI · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI Mary Helen Barcellos-Hoff · 2023 to 2026
$2.2M
A novel breast cancer therapy based on secreted protein ligands from CD36+ fibroblastsR01CA279408 · NCI · UNIVERSITY OF NEVADA RENO · PI Bahram A. Parvin · 2023 to 2026
$1.8M
NCI NIH HHS R01 CA270332NCI NIH HHS R01 CA279408
6 · The paper itself

Abstract

The tumor microenvironment (TME) is critical in cancer progression, development, and treatment response. However, its complex cellular architecture (e.g., cell type, organization) presents significant challenges for accurate immunofluorescence (IF) image segmentation. We introduce

Indexed as

Curvature LossImmunofluorescence ImagingLaplacian of GaussianNuclear SegmentationSwin TransformerTumor Microenvironment

Identifiers

PMID41451320
PMCPMC12735128

What OpenQuestion holds

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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.