Evidence map›Paper›PMID 36989837›Full record

ArticleSocial science & medicine (1982)2023

Racial and gender disparities among highly successful medical crowdfunding campaigns.

Aaron Renee Davis, Shauna K Elbers, Nora Kenworthy

Abstract read
In one paragraph

Article in Social science & medicine (1982), 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
9citing papers in PubMed, 1 pooled it
–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

9 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Health inequities in medical crowdfunding: a systematic review.International journal for equity in health · 2025
    Pooled it
  2. Must egalitarians oppose private healthcare?Medicine, health care, and philosophy · 2026
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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

3 authors.

Aaron Renee DavisDepartment of Epidemiology, UW Box # 351619, Seattle, WA, 98195, School of Public Health, University of Washington, USA. Electronic address: aarond23@uw.edu.
Shauna K ElbersSchool of Interdisciplinary Arts and Sciences, 17927 113rd Ave NBox 358530, Bothell, WA, 98011-7909, University of Washington Bothell, USA.
Nora KenworthySchool of Nursing and Health Studies, Box #358532, 17927 113rd Ave NE, Bothell, WA, 98011-7909, University of Washington Bothell, USA.

Funding

GSH Training GrantT32HD049339 · NICHD · COLUMBIA UNIVERSITY HEALTH SCIENCES · PI Jennifer S Hirsch · 2006 to 2026
$3.4M
NICHD NIH HHS T32 HD049339
6 · The paper itself

Abstract

There has been growing recognition of the popularity of medical crowdfunding and research documenting how crowdfunding arises from, and contributes to, social and health inequities. While many researchers have surmised that racism could well play a role in medical crowdfunding campaign outcomes, research on these dynamics has been limited. No research to date has examined these dynamics among the most successful medical crowdfunding campaigns, focusing instead on average users' experiences or specific patient subpopulations. This paper analyzes key characteristics and demographics of the 827 most successful medical crowdfunding campaigns captured at a point in time in 2020 on the popular site GoFundMe, creating the first demographic archetype of "viral" or highly successful campaigns. We hypothesized that this sample would skew towards whiter, younger populations, more heavily represent men, and reflect critical illnesses and accidents affecting these populations, in addition to having visually appealing, well-crafted storytelling. Analysis supported these hypotheses, showing significant levels of racial and gender disparities among campaigners. While white men had the greatest representation, Black and Asian users, and black women in particular, were highly underrepresented. Like other studies, we find evidence that racial and gender disparities persist in terms of campaign outcomes as well. Alongside this quantitative analysis, a targeted discourse analysis revealed campaign narratives and comments reinforced racist and sexist tropes of selective deservingness. These findings add to growing calls for more health research into the ways that social media technologies shape health inequities for historically marginalized and disenfranchised populations. In particular, we underscore how successful crowdfunding campaigns, as a both a means of raising funds for health and a broader site of public engagement, may deepen and normalize gendered and racialized inequities. In this way, crowdfunding can be seen as a significant technological amplifier of the fundamental social causes of health disparities.

Indexed as

CrowdsourcingEthnicityHealthcare FinancingHealth Status DisparitiesRacial GroupsAsianBlack or African AmericanFemaleHumansMaleNarrationRace FactorsSex FactorsWhiteCrowdfundingDisparityGender biasHealthcareHealth costRacial biasSocial determinants of health

Identifiers

PMID36989837
PMCPMC10916987

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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 OpenQuestion graph.