Evidence map›Paper›PMID 41255469›Full record

ArticleSociological methods & research2025

The Target Study: A Conceptual Model and Framework for Measuring Disparity.

John W Jackson, Yea-Jen Hsu, Raquel C Greer, Romsai T Boonyasai, Chanelle J Howe

Abstract read
In one paragraph

Article in Sociological methods & research, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers.

0numbers the graph read from it
0cells of the map it votes in
12citing 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

12 citing papers in PubMed.

  1. Article
  2. Article
  3. Causal Inference in Health Disparities Research.Annual review of public health · 2026
    Review
  4. Article
  5. Article
  6. Article
  7. Article
  8. Article
  9. Article
  10. Evaluating Effects of Multilevel Interventions on Disparity in Health and Healthcare Decisions.Prevention science : the official journal of the Society for Prevention Research · 2024
    Article
  11. Article
  12. Article
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.

John W JacksonDepartments of Epidemiology, Biostatistics, and Mental Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD.
Yea-Jen HsuDepartment of Health Policy and Management, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD.
Raquel C GreerDepartment of Medicine, Johns Hopkins School of Medicine, Baltimore, MD.
Romsai T BoonyasaiDepartment of Medicine, Johns Hopkins School of Medicine, Baltimore, MD.
Chanelle J HoweCenter for Epidemiologic Research, Department of Epidemiology, School of Public Health, Brown University, Providence, RI.

Funding

Systems Science for Translational Health Disparities ResearchK01HL145320 · NHLBI · JOHNS HOPKINS UNIVERSITY · PI JACKSON, JOHN WILLIAM · 2019 to 2023
$832k
NHLBI NIH HHS K01 HL145320
6 · The paper itself

Abstract

We present a conceptual model to measure disparity-the target study-where social groups may be similarly situated (i.e., balanced) on allowable covariates. Our model, based on a sampling design, does not intervene to assign social group membership or alter allowable covariates. To address non-random sample selection, we extend our model to generalize or transport disparity or to assess disparity after an intervention on eligibility-related variables that eliminates forms of collider-stratification. To avoid bias from differential timing of enrollment, we aggregate time-specific study results by balancing calendar time of enrollment across social groups. To provide a framework for emulating our model, we discuss study designs, data structures, and G-computation and weighting estimators. We compare our sampling-based model to prominent decomposition-based models used in healthcare and algorithmic fairness. We provide R code for all estimators and apply our methods to measure health system disparities in hypertension control using electronic medical records.

Indexed as

Conceptual ModelDisparityEquityEthicsFairnessFrameworkTarget Study Emulation

Identifiers

PMID41255469
PMCPMC12622519

What Socratic holds

Textmetadata
LicenceCC BY-NC
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.