Evidence map›Paper›PMID 42539563›Full record

ArticleFrontiers in health services2026

Gender equity in neurosurgery requires structural reform.

Linda Liverani, Nina Dwumfour-Poku, Silvia D Vaca, Corinna C Zygourakis

Abstract read
In one paragraph

Article in Frontiers in health services, 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

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

4 authors.

Linda Liverani *Department of Neurosurgery, Stanford Health Care, Palo Alto, CA, United States.
Nina Dwumfour-Poku *School of Medicine, UT Southwestern, Dallas, TX, United States.
Silvia D Vaca *Department of Neurosurgery, Stanford Health Care, Palo Alto, CA, United States.
Corinna C ZygourakisDepartment of Neurosurgery, Stanford Health Care, Palo Alto, CA, United States.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Women remain severely underrepresented in neurosurgery, constituting approximately 7% of the global neurosurgical workforce. Global disparities in women neurosurgeons are shaped by interconnected systems of infrastructure, governance, and education that differ substantially between high income countries (HICs) and low- and middle-income countries (LMICs). While HICs have formalized residency pathways, institutional mentorship frameworks, and professional societies dedicated to gender equity, LMICs face systemic barriers including inadequate surgical infrastructure, limited training capacity, scarce mentorship, and insufficient gender equity policies. Moreover, the brain drain phenomenon disproportionately affects female physicians from LMICs, who migrate to HICs seeking better compensation, safer working conditions, and professional advancement, thereby reducing local neurosurgical capacity. However, comparisons of a country's economic status and global gender gap index-a measure of gender disparity-to its female neurosurgical workforce have revealed that disparities remain in HICs and there are lessons to be learned from progress in LMICs. Africa demonstrates the highest proportional representation of women neurosurgeons globally at approximately 15% yet has wide inter-country variability and the smallest neurosurgical workforce in the world, making percentages heavily influenced by the presence of even a few women neurosurgeons. Underrepresentation becomes self-reinforcing: women lack advocates and mentors to advance through training pathways and into leadership positions without women in surgical leadership. National Surgical, Obstetric, and Anesthesia Plans (NSOAP) are country-led building blocks aimed at strengthening surgical systems and offer a structured framework to address these inequities systematically.

Indexed as

brain draingender equitylow- and middle-income countriesneurosurgeryNSOAPstructural reformwomen in surgeryworkforce

Identifiers

PMID42539563
PMCPMC13424058

What Socratic 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 Socratic graph.