Evidence map›Paper›PMID 40639188›Full record

ArticleEnvironment international2025

Preconception, prenatal and early childhood exposure to green space and risk of neurodevelopmental delays: a national cohort study among Medicaid enrollees.

Hayon Michelle Choi, Krista F Huybrechts, Sonia Hernandez-Diaz, Xinye Qiu, Michael Leung, Peter James, Matthew Shupler, Wanyu Huang, Yaguang Wei, Antonella Zanobetti and 5 more

Abstract read
In one paragraph

Article in Environment international, 2025. 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

15 authors.

Hayon Michelle ChoiDepartment of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA, USA.
Krista F HuybrechtsDivision of Pharmacoepidemiology and Pharmacoeconomics, Brigham and Women's Hospital, Boston, MA, USA.
Sonia Hernandez-DiazDepartment of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA.
Xinye QiuDepartment of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA, USA.
Michael LeungDepartment of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA, USA.
Peter JamesDepartment of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA, USA; Department of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care Institute, Boston, MA, USA; Department of Public Health Sciences, University of California Davis School of Medicine, Sacramento, California, USA.
Matthew ShuplerDepartment of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA.
Wanyu HuangDepartment of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA, USA.
Yaguang WeiDepartment of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA, USA; Department of Environmental Medicine and Climate Science, Icahn School of Medicine at Mount Sinai, NY, USA.
Antonella ZanobettiDepartment of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA, USA.
Christopher J McDougleLurie Center for Autism, Massachusetts General Hospital, Lexington, MA, USA; Department of Psychiatry, Harvard Medical School, Boston, MA, USA.
Joel SchwartzDepartment of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA, USA.
Brent CoullDepartment of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA, USA.
Marc WeisskopfDepartment of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA, USA; Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA.
Stefania PapatheodorouDepartment of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA; Department of Biostatistics and Epidemiology, Rutgers School of Public Health, NJ, USA. Electronic address: sp2599@sph.rutgers.edu.

Funding

Translational Research Support CoreP30ES000002 · NIEHS · HARVARD UNIVERSITY (SCH OF PUBLIC HLTH) · PI JAIME ELIZABETH HART · 1985 to 2026
$44.6M
A national study on the effects of air pollution and temperature on children's neurodevelopmental outcomesR01ES034038 · NIEHS · RUTGERS BIOMEDICAL AND HEALTH SCIENCES · PI Stefania Papatheodorou · 2023 to 2026
$2.8M
NIEHS NIH HHS P30 ES000002NIEHS NIH HHS R01 ES034038
6 · The paper itself

Abstract

backgroundExposure to green space is associated with children's mental health, but its impact on neurodevelopment has been underexplored, especially in socioeconomically disadvantaged populations. This study examined the link between exposure to green space before, during, and after pregnancy and neurodevelopmental delays in children enrolled in Medicaid.

methodsThis cohort study of 1,841,915 mother-child pairs used data from the Medicaid Analytic Extract (MAX) from 2001 to 2014, with up to 14 years of follow-up. The population of pregnant women enrolled in Medicaid is characterized by younger age, racial and ethnic diversity, lower income levels, and includes individuals with disabilities. Green space exposure was measured using the Normalized Difference Vegetation Index (NDVI) at the maternal residential zip code level. We examined exposure to green space during the preconception, prenatal, and postnatal periods to capture critical developmental windows both separately and with mutual adjustment. Neurodevelopmental outcomes were identified using validated algorithms and included autism spectrum disorder (ASD), attention-deficit/hyperactivity disorder (ADHD), learning disabilities, speech and language disorders, coordination disorders, intellectual disabilities, and behavioral disorders. We applied a stratified Cox model accounting for individual and area-level confounders and examined effect measure modification by urbanicity, child's race/ethnicity, and sex.

findingsThe study found protective associations between green space exposure and most neurodevelopmental disorders. The strongest associations were seen for preconception exposure and intellectual disability (HR 0.66 [95 % CI: 0.48-0.95]), pregnancy exposure and ASD (HR 0.83 [95 % CI: 0.73-0.95]), and postnatal exposure for learning difficulties (HR 0.81 [95 % CI: 0.68-0.97]) per interquartile range (IQR = 0.12) increase in NDVI. The protective effects were stronger for Black/Hispanic children and for those living in urban areas.

interpretationGreen space exposure could benefit the children's neurodevelopment, with more significant benefits for the Black and Hispanic populations.

fundingNational Institute of Environmental Health Sciences R01-ES034038.

Indexed as

Developmental DisabilitiesNeurodevelopmental DisordersParks, RecreationalPrenatal Exposure Delayed EffectsAdultChildChild, PreschoolCohort StudiesFemaleHumansInfantMaleMedicaidPregnancyUnited StatesYoung AdultChildren’s neurodevelopmentGreen spaceMedicaid

Identifiers

PMID40639188
PMCPMC12380237

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LicenceCC BY-NC-ND
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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.