Evidence map›Paper›PMID 42556413›Full record

ArticlePhysics in medicine and biology2026

OptiGAN for crystal arrays: physics-informed generative modeling of optical photon transport in PET detector arrays.

Stephan Naunheim, Brandon Pardi, Guneet Mummaneni, Carlotta Trigila, Emilie Roncali

Abstract read
In one paragraph

Article in Physics in medicine and biology, 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

5 authors.

Stephan NaunheimDepartment of Biomedical Engineering, University of California, Davis, CA, United States of America.ORCID 0000-0003-0306-7641
Brandon PardiDepartment of Computer Science, University of California, Davis, CA, United States of America.ORCID 0000-0001-6483-9858
Guneet MummaneniDepartment of Computer Science, University of California, Davis, CA, United States of America.ORCID 0009-0006-5745-7249
Carlotta TrigilaDepartment of Biomedical Engineering, University of California, Davis, CA, United States of America.ORCID 0000-0002-0414-9369
Emilie RoncaliDepartment of Biomedical Engineering, University of California, Davis, CA, United States of America.ORCID 0000-0002-2439-1064

Funding

AI-accelerated optical simulation for fast timing nuclear imagingR01EB034475 · NIBIB · UNIVERSITY OF CALIFORNIA AT DAVIS · PI Emilie Roncali · 2023 to 2026
$2.4M
NIBIB NIH HHS R01 EB034475
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Optical PhenomenaPhotonsPositron-Emission TomographyCrystallizationGenerative Adversarial NetworksGenerative Artificial IntelligenceMonte Carlo MethodGANGATEPETphysics-informedsimulation

Identifiers

PMID42556413
PMCPMC13501260

What OpenQuestion holds

Textmetadata
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.