ArticleMolecules and cells2025
Open-source software utilization for zebrafish embryos behavior test.
Article in Molecules and cells, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.
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.
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.
Who cites it
2 citing papers in PubMed.
- Molecules and Cells 2025, highlights from molecules to organisms.Molecules and cells · 2026Article
- Editorial: MiniResource papers from Molecules and Cells.Molecules and cells · 2026Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
2 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
This work described simple methods for measuring locomotive activity using open-source software, ImageJ1.54fFiji, and VirtualDub2. The significance of animal behavior is a mirror of brain activity, which can give information implicated with neurological diseases. Commercial behavioral analysis software frequently needs expertise and expenses high costs due to equip a specific instrument to use of software, thereby encouraging a trend toward open-source alternatives that are both accessible and effective. Here, we explained how to convert video format, measure movement, and produce useful locomotive parameters to aid in the assessment of zebrafish embryos. This method could be easily translated for use in other model systems. This methodology seeks to streamline behavioral quantification in research contexts, encouraging broader research aspects.
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What Socratic holds
Registered trials
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.