Evidence map›Paper›PMID 42416007›Full record

ArticleSoftwareX2026

PixelDeck: A local-first media library manager for biomedical imaging.

Benjamin L Kidder

Abstract read
In one paragraph

Article in SoftwareX, 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

5 · Who and what money

Authors and funding

1 author.

Benjamin L KidderDepartment of Oncology, Wayne State University School of Medicine, Detroit, MI, USA.ORCID 0000-0002-2039-7143

Funding

Tumor Biology and Microenvironment (Program 1)P30CA022453 · NCI · WAYNE STATE UNIVERSITY · PI Julie Lynn Boerner · 1985 to 2026
$68.4M
NCI NIH HHS P30 CA022453
6 · The paper itself

Abstract

Biomedical imaging workflows generate large collections of histology, fluorescence microscopy, and high-throughput imaging assets that are difficult to organize, search, and reuse using conventional file systems. We present PixelDeck, an open-source, local-first browser application for management of large image and video libraries on commodity workstations. PixelDeck integrates recursive import, SHA-256-based duplicate detection, metadata extraction, thumbnail generation, and full-text search within a responsive interface. The system uses a transparent SQLite-backed architecture with managed filesystem storage and asynchronous processing. Benchmarks on fresh isolated libraries containing up to 1000 assets showed import throughput exceeding 500 files/min and representative median query latencies in the millisecond range.

Indexed as

Digital pathologyFluorescence microscopyHigh-throughput imagingHistology imagingImage managementScientific software

Identifiers

PMID42416007
PMCPMC13341158

What OpenQuestion holds

Textmetadata
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.