ArticleFrontiers in cardiovascular medicine2021
Automatic Segmentation and Cardiac Mechanics Analysis of Evolving Zebrafish Using Deep Learning.
Article in Frontiers in cardiovascular medicine, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 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
8 citing papers in PubMed, 13 citations in OpenAlex.
- ZeCardioAI: combining zebrafish, AI, and xAI for an in-depth cardiac phenotyping platform.Briefings in bioinformatics · 2026Article
- 4D Light-sheet Imaging of Zebrafish Cardiac Contraction.Journal of visualized experiments : JoVE · 2024Article
- Identification of side effects of COVID-19 drug candidates on embryogenesis using an integrated zebrafish screening platform.Scientific reports · 2023Article
- Biallelic variants in FLII cause pediatric cardiomyopathy by disrupting cardiomyocyte cell adhesion and myofibril organization.JCI insight · 2023Article
- Quantitative characterization of zebrafish development based on multiple classifications using Mueller matrix OCT.Biomedical optics express · 2023Article
- Zebrafish as a Model of Cardiac Pathology and Toxicity: Spotlight on Uremic Toxins.International journal of molecular sciences · 2023Review
- Recent advances in quantifying the mechanobiology of cardiac development via computational modeling.Current opinion in biomedical engineering · 2023Article
- Deep learning is widely applicable to phenotyping embryonic development and disease.Development (Cambridge, England) · 2021Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
6 authors at 5 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
PubMed holds no abstract for this paper.
Indexed as
Identifiers
What OpenQuestion 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 OpenQuestion graph.