Evidence map›Paper›PMID 36454129›Full record

ArticleThe Milbank quarterly2022

Assessment of Population-Level Disadvantage Indices to Inform Equitable Health Policy.

Kamaria Kaalund, Andrea Thoumi, Nrupen A Bhavsar, Amy Labrador, Rushina Cholera

Abstract read
In one paragraph

Article in The Milbank quarterly, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 26 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
26citing 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

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

  1. Pooled it
  2. Article
  3. An Internal Validation Assessment of Scale Across Composite Index Model Structures.Risk analysis : an official publication of the Society for Risk Analysis · 2026
    Article
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  9. Neighborhood Determinants of Health as a Composite Index: Comparing Area-Based Indices in Public Health Research.Journal of urban health : bulletin of the New York Academy of Medicine · 2025
    Article
  10. Closing the Gap in Race-based Inequities for Seasonal Influenza Hospitalizations: A Modeling Study.Clinical infectious diseases : an official publication of the Infectious Diseases Society of America · 2025
    Article
  11. Article
  12. Neighborhood opportunity and residential instability: associations with mental health in middle childhood.Journal of child psychology and psychiatry, and allied disciplines · 2025
    Article
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  14. Review
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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

5 authors.

Kamaria KaalundDuke Margolis Center for Health Policy, Durham NC and Washington, DC.
Andrea ThoumiDuke Margolis Center for Health Policy, Durham NC and Washington, DC.
Nrupen A BhavsarDuke University Department of Medicine, Durham, NC.
Amy LabradorDuke Margolis Center for Health Policy, Durham NC and Washington, DC.
Rushina CholeraDuke Margolis Center for Health Policy, Durham NC and Washington, DC.ORCID 0000-0003-2843-3812

Funding

Duke Center for Advancement of Child Health (CAtCH)K12HD105253 · NICHD · DUKE UNIVERSITY · PI Corinne Mary Linardic, Ann M. Reed · 2021 to 2026
$1.5M
Eunice Kennedy Shriver National Institute of Child Health and Human Development K12-HD105253NICHD NIH HHS K12 HD105253
6 · The paper itself

Abstract

Policy Points The rapid uptake of disadvantage indices during the pandemic highlights investment in implementing tools that address health equity to inform policy. Existing indices differ in their design, including data elements, social determinants of health domains, and geographic unit of analysis. These differences can lead to stark discrepancies in place-based social risk scores depending on the index utilized. Disadvantage indices are useful tools for identifying geographic patterns of social risk; however, indiscriminate use of indices can have varied policy implications and unintentionally worsen equity. Implementers should consider which indices are suitable for specific communities, objectives, potential interventions, and outcomes of interest. CONTEXT: There has been unprecedented uptake of disadvantage indices such as the Centers for Disease Control and Prevention Social Vulnerability Index (SVI) to identify place-based patterns of social risk and guide equitable health policy during the COVID-19 pandemic. However, limited evidence around data elements, interoperability, and implementation leaves unanswered questions regarding the utility of indices to prioritize health equity.

methodsWe identified disadvantage indices that were (a) used three or more times from 2018 to 2021, (b) designed using national-level data, and (c) available at the census-tract or block-group level. We used a network visualization to compare social determinants of health (SDOH) domains across indices. We then used geospatial analyses to compare disadvantage profiles across indices and geographic areas.

findingsWe identified 14 indices. All incorporated data from public sources, with half using only American Community Survey data (n = 7) and the other half combining multiple sources (n = 7). Indices differed in geographic granularity, with county level (n = 5) and census-tract level (n = 5) being the most common. Most states used the SVI during the pandemic. The SVI, the Area Deprivation Index (ADI), the COVID-19 Community Vulnerability Index (CCVI), and the Child Opportunity Index (COI) met criteria for further analysis. Selected indices shared five indicators (income, poverty, English proficiency, no high school diploma, unemployment) but varied in other metrics and construction method. While mapping of social risk scores in Durham County, North Carolina; Cook County, Illinois; and Orleans Parish, Louisiana, showed differing patterns within the same locations depending on choice of disadvantage index, risk scores across indices showed moderate to high correlation (r

conclusionsExisting disadvantage indices use varied metrics to represent place-based social risk. Within the same geographic area, different indices can provide differences in social risk values and interpretations, potentially leading to varied public health or policy responses.

Indexed as

COVID-19ChildHealth PolicyHumansPandemicsPovertySocial Determinants of Health

Identifiers

PMID36454129
PMCPMC9836250

What OpenQuestion holds

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Registered trials

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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.