Evidence map›Paper›PMID 41990476›Full record

ArticleUltrasonics2026

Deep learning-driven quantitative spectroscopic photoacoustic imaging for segmentation and oxygen saturation estimation.

Ruibo Shang, Sidhartha Jandhyala, Yujia Wu, Kevin Hoffer-Hawlik, Austin Van Namen, Matthew O'Donnell, Geoffrey P Luke

Abstract read
In one paragraph

Article in Ultrasonics, 2026. 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

7 authors.

Ruibo ShangThayer School of Engineering, Dartmouth College, Hanover, NH 03755, USA; uWAMIT Center, Department of Bioengineering, University of Washington, Seattle, WA 98195, USA.
Sidhartha JandhyalaThayer School of Engineering, Dartmouth College, Hanover, NH 03755, USA.
Yujia WuThayer School of Engineering, Dartmouth College, Hanover, NH 03755, USA.
Kevin Hoffer-HawlikThayer School of Engineering, Dartmouth College, Hanover, NH 03755, USA.
Austin Van NamenThayer School of Engineering, Dartmouth College, Hanover, NH 03755, USA.
Matthew O'DonnelluWAMIT Center, Department of Bioengineering, University of Washington, Seattle, WA 98195, USA.
Geoffrey P LukeThayer School of Engineering, Dartmouth College, Hanover, NH 03755, USA; Translational Engineering in Cancer Research Program, Dartmouth Cancer Center, Lebanon, NH 03766, USA. Electronic address: geoffrey.p.luke@dartmouth.edu.

Funding

Translational Engineering in Cancer (TEC)P30CA023108 · NCI · DARTMOUTH COLLEGE · PI Fred W Kolling IV · 1985 to 2026
$91.3M
Real-time spectroscopic photoacoustic/ultrasound (PAUS) scanner withsimultaneous fluence and motion compensation to guide and validateinterventions: system development and preclinical testing.R01EB030484 · NIBIB · UNIVERSITY OF WASHINGTON · PI O'DONNELL, MATTHEW · 2021 to 2024
$2.9M
Compressed Single-Shot Photoacoustic Imaging with Optical DetectionR21GM137334 · NIGMS · DARTMOUTH COLLEGE · PI LUKE, GEOFFREY P. · 2020 to 2021
$419k
NCI NIH HHS P30 CA023108NIBIB NIH HHS R01 EB030484NIGMS NIH HHS R21 GM137334
6 · The paper itself

Abstract

Spectroscopic photoacoustic (sPA) imaging can potentially estimate blood oxygenation saturation (sO

Indexed as

Deep LearningOxygenOxygen SaturationPhotoacoustic TechniquesHumansMonte Carlo MethodPhantoms, ImagingSpectrum AnalysisOxygenBlood oxygenationDeep learningSegmentationSpectroscopic quantitative photoacoustic imaging

Identifiers

PMID41990476
PMCPMC13122505

What Socratic holds

Textmetadata
LicenceTDM
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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 Socratic graph.