Evidence map›Paper›PMID 42138956›Full record

ArticleJAMA health forum2026

Mapping Meaningful Populations of Children With Special Health Care Needs.

Amanda K Gatewood, Makenzie Morgen, Jens Eickhoff, Jeffrey P Brosco, Amy J Houtrow, Paul J Chung, Reem M Ghandour, Shirley Payne, Ryan J Coller

Abstract read
In one paragraph

Article in JAMA health forum, 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

9 authors.

Amanda K GatewoodDepartment of Pediatrics, University of Wisconsin-Madison School of Medicine and Public Health, Madison.
Makenzie MorgenDepartment of Pediatrics, University of Wisconsin-Madison School of Medicine and Public Health, Madison.
Jens EickhoffDepartment of Pediatrics, University of Wisconsin-Madison School of Medicine and Public Health, Madison.
Jeffrey P BroscoDepartment of Pediatrics, Institute for Bioethics and Health Policy, University of Miami Miller School of Medicine, Miami, Florida.
Amy J HoutrowUniversity of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania.
Paul J ChungDepartment of Health Systems Science, Kaiser Permanente Bernard J. Tyson School of Medicine, Pasadena, California.
Reem M GhandourUS Department of Health and Human Services, Health Resources and Services Administration, Maternal and Child Health Bureau, Rockville, Maryland.
Shirley PayneUS Department of Health and Human Services, Health Resources and Services Administration, Maternal and Child Health Bureau, Rockville, Maryland.
Ryan J CollerDepartment of Pediatrics, University of Wisconsin-Madison School of Medicine and Public Health, Madison.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Importance: The heterogeneous population of children and youth with special health care needs (SHCN) has suboptimal health indicators. Subpopulations may have distinct health needs and indicators. Objective: To identify distinct subpopulations of children and youth with SHCN and examine associations with policy-relevant health indicators. Design, Setting, and Participants: Using pooled data from the nationally representative National Survey of Children's Health, latent class analysis identified subpopulations of children and youth with SHCN aged 0 to 17 years from 2019 to 2021. Weighted multivariable logistic regressions examined associations between class membership and 7 health indicators, adjusting for demographic and household characteristics. Data were analyzed from September 2023 to February 2026. Exposure: Fourteen indicators reflecting health-related needs, functional limitations, and health care use were selected from the national survey by dual review. Main Outcomes and Measures: Health indicators representing the 10 domains for a healthy life conceptual framework were selected by dual review. Seven indicators rated by a national expert panel as potentially modifiable and high impact were included. Results: The National Survey of Children's Health had a sample size of 29 433 in 2019, 42 777 in 2020, and 50 892 in 2021. The estimated male population of children and youth with SHCN was 56% (n = 10 106 838), and the estimated female population was 44% (n = 7 920 925). A total of 19% (n = 3 332 877) were aged 0 to 5 years, 36% (n = 6 476 250) were aged 6 to 11 years, and 46% (n = 8 218 637) were aged 12 to 17 years. Among a weighted population of 18 027 763 children and youth with SHCN, 4 distinct classes were observed: low intensity (67%; n = 12 083 605), developmental and behavioral impacts (14%; n = 2 542 398), dynamic (13%; n = 2 349 486), and complex (6%; n = 1 053 274). Classes differed significantly in demographic characteristics and health indicator associations. The low-intensity class exhibited few health-related needs, little functional limitation, and minimal health care use. The developmental and behavioral impacts class exhibited predominantly functional limitations, while the dynamic class exhibited primarily health care use. The complex class exhibited substantial health-related needs, functional limitations, and health care use. Compared with the low-intensity class, the other classes had significantly lower odds of experiencing positive health indicators (household always able to provide basics: adjusted odds ratio [aOR], 1.51; 95% CI, 1.32-1.70; family demonstrates resilience: aOR, 1.31; 95% CI, 1.15-1.49; child received care when needed: aOR, 3.02; 95% CI, 2.44-3.74; child had adequate and continuous insurance: aOR, 1.94; 95% CI, 1.72-2.18; insurance covers mental and behavior health: aOR, 2.47; 95% CI, 2.19-2.77; no difficulty accessing specialists: aOR, 2.24; 95% CI, 1.87-2.70; no difficulties finding mental health treatment: aOR, 1.93; 95% CI, 1.62-2.30). Conclusions and Relevance: This study identified 4 distinct subpopulations of children and youth with SHCN. The unique sociodemographic and health indicator associations for latent classes suggest that policies and programs may require tailoring to maximize efficiency and effectiveness across this otherwise diverse and heterogeneous pediatric population.

Indexed as

Children with DisabilitiesHealth Services Needs and DemandHealth Status IndicatorsAdolescentChildChild, PreschoolFemaleHealth SurveysHumansInfantInfant, NewbornMaleUnited States

Identifiers

PMID42138956
PMCPMC13179550

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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.