ArticleEquity neuroscience2026
Imaging equity: Why vascular neurologists need routine ultrasound training.
Article in Equity neuroscience, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
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
0 citing papers in PubMed.
No citing paper in PubMed yet.
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
Abstract
Stroke disparities persist globally and are driven in part by diagnostic delays and uneven access to advanced neuroimaging. Cerebrovascular ultrasound offers a portable, bedside modality that can optimize stroke evaluation across diverse clinical environments, yet formal training in its use remains inconsistent. This perspective argues that structured, competency-based ultrasound education within vascular neurology fellowships represents a practical, equity-aligned intervention to address diagnostic gaps. While training alone cannot resolve structural drivers of inequity, standardizing ultrasound proficiency can equip clinicians with adaptable diagnostic skills, support timely decision-making, and promote more equitable stroke care delivery across practice settings.
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.