Evidence map›Paper›PMID 40185124›Full record

ArticlePhysics in medicine and biology2025

Depth-of-interaction encoding techniques for pixelated PET detectors enabled by machine learning methods and fast waveform digitization.

Bing Dai, Srilalan Krishnamoorthy, Emmanuel Morales, Suleman Surti, Joel S Karp

Abstract read
In one paragraph

Article in Physics in medicine and biology, 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

5 authors.

Bing DaiDepartment of Radiology, The University of Pennsylvania, Philadelphia, PA 19104, United States of America.ORCID 0000-0003-0404-4820
Srilalan KrishnamoorthyDepartment of Radiology, The University of Pennsylvania, Philadelphia, PA 19104, United States of America.ORCID 0000-0002-2130-122X
Emmanuel MoralesDepartment of Physics and Astronomy, University of Pennsylvania, Philadelphia, PA 19104, United States of America.ORCID 0009-0000-2472-9275
Suleman SurtiDepartment of Radiology, The University of Pennsylvania, Philadelphia, PA 19104, United States of America.ORCID 0000-0002-0083-6444
Joel S KarpDepartment of Radiology, The University of Pennsylvania, Philadelphia, PA 19104, United States of America.ORCID 0000-0002-6154-8585

Funding

Time-of-Flight PET for Improved Whole-Body ImagingR01CA113941 · NCI · UNIVERSITY OF PENNSYLVANIA · PI JOEL S KARP, Suleman Surti · 2006 to 2026
$9.8M
High Performance, Quantitative Breast PET Scanner Integrated With TomosynthesisR01CA196528 · NCI · UNIVERSITY OF PENNSYLVANIA · PI ANDREW DOUGLAS ARNOLD MAIDMENT, Suleman Surti · 2016 to 2026
$5.9M
NCI NIH HHS R01 CA113941NCI NIH HHS R01 CA196528
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Image Processing, Computer-AssistedMachine LearningPositron-Emission TomographyTime Factorsdepth-of-interaction (DOI)long short-term memory (LSTM)machine learning (ML)waveform sampling (WFS)

Identifiers

PMID40185124
PMCPMC11995716

What OpenQuestion holds

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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.