Evidence map›Paper›PMID 41244851›Full record

ArticleFrontiers in bioinformatics2025

The importance of democratized resources in early-career training for bioimage analysts and bioimaging scientists.

Genevieve Laprade, Quinn Lee, Kristin L Gallik, Michael Nelson, Natalie Woo, Celina Terán Ramírez, Alexis Ricardo Becerril Cuevas, Kevin W Eliceiri, Corinne Esquibel

Abstract read
In one paragraph

Article in Frontiers in bioinformatics, 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

9 authors.

Genevieve Laprade *BioImaging North America, Morgridge Institute of Research, Madison, WI, United States.
Quinn Lee *BioImaging North America, Morgridge Institute of Research, Madison, WI, United States.
Kristin L GallikBioImaging North America, Morgridge Institute of Research, Madison, WI, United States.
Michael NelsonBioImaging North America, Morgridge Institute of Research, Madison, WI, United States.
Natalie WooBioImaging North America, Morgridge Institute of Research, Madison, WI, United States.
Celina Terán RamírezBioImaging North America, Morgridge Institute of Research, Madison, WI, United States.
Alexis Ricardo Becerril CuevasBioImaging North America, Morgridge Institute of Research, Madison, WI, United States.
Kevin W EliceiriBioImaging North America, Morgridge Institute of Research, Madison, WI, United States.
Corinne EsquibelBioImaging North America, Morgridge Institute of Research, Madison, WI, United States.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The fields of bioimaging and image analysis are rapidly expanding as new technologies transform biological questions into novel insights. While professionals of varying expertise are essential to achieving these advancements, early-career scientists-a prominent user group within the imaging community-are often assumed to have the prerequisite knowledge and ability to use these tools. This demographic, consisting of students, post-docs, and bioimage analysis trainees, is critical for the field to continue to evolve and flourish. However, obstacles such as geographic location, language barriers, insufficient funding or training, and instrument availability hinder access to resources and introduce significant knowledge gaps, especially for scientists in early-career stages. Democratized resources for bioimaging and analysis such as forums, community organizations, and publicly available datasets have been helpful in overcoming barriers to access for early-career scientists. Here, we discuss the current tools and resources available for early-career researchers, highlight their limitations from the learners' perspective, and propose strategies to better support this group. As bioimage analysis extends broadly into many scientific disciplines, we implore all members of this community, regardless of experience level, to empower next-generation scientists.

Indexed as

bioimaging networkscommunitydemocratized resourcesearly careerimage analysisimaging scientistsmicroscopy

Identifiers

PMID41244851
PMCPMC12611831

What OpenQuestion holds

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LicenceCC BY
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Registered trials

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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.