Evidence map›Paper›PMID 42579609›Full record

ArticleDiabetes care2026

Neighborhood Walkability and the Development of Type 2 Diabetes After Gestational Diabetes Mellitus: A Longitudinal Study in New York City.

Bohao Wu, Natalie A Boychuk, Shelley H Liu, Frances M Howell, Sandra S Albrecht, Hiu Tai Chan, Kacie Seil, Bahman Tabaei, Andrew G Rundle, Teresa M Janevic

Abstract read
In one paragraph

Article in Diabetes care, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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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

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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

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4 · The record

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5 · Who and what money

Authors and funding

10 authors.

Bohao WuDepartment of Epidemiology, Columbia University Mailman School of Public Health, New York, NY.ORCID 0000-0002-3278-196X
Natalie A BoychukDepartment of Epidemiology, Columbia University Mailman School of Public Health, New York, NY.ORCID 0000-0003-4839-6932
Shelley H LiuDepartment of Population Health Science and Policy, Icahn School of Medicine at Mount Sinai, New York, NY.
Frances M HowellDepartment of Epidemiology, Columbia University Mailman School of Public Health, New York, NY.
Sandra S AlbrechtDepartment of Epidemiology, Columbia University Mailman School of Public Health, New York, NY.
Hiu Tai ChanBureau of Vital Statistics, New York City Department of Health and Mental Hygiene, New York, NY.
Kacie SeilBureau of Vital Statistics, New York City Department of Health and Mental Hygiene, New York, NY.
Bahman TabaeiBureau of Equitable Health Systems, New York City Department of Health and Mental Hygiene, New York, NY.
Andrew G RundleDepartment of Epidemiology, Columbia University Mailman School of Public Health, New York, NY.
Teresa M JanevicDepartment of Epidemiology, Columbia University Mailman School of Public Health, New York, NY.ORCID 0000-0002-9934-4406

Funding

Policy levers to reduce racial-ethnic inequities in diabetes after gestational diabetesR01DK134725 · NIDDK · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI Teresa Janevic · 2023 to 2026
$2.5M
NIDDK NIH HHS R01 DK134725NIH HHS R01DK134725
6 · The paper itself

Abstract

objectiveNeighborhood walkability is associated with lower gestational diabetes mellitus (GDM) risk, but its association with type 2 diabetes after GDM is unknown. We estimated this association and assessed effect modification by individual and neighborhood socioeconomic conditions. RESEARCH DESIGN AND

methodsWomen with GDM who delivered in New York City (NYC) in 2009-2011 were identified through birth certificate records and hospital discharge data and linked to NYC A1C Registry data (2009-2021) for follow-up. Women with prepregnancy diabetes were excluded. A previously published neighborhood walkability index was categorized into quartiles. Type 2 diabetes was ascertained as two A1C results ≥6.5% (48 mmol/mol) after 12 weeks postpartum. Cox proportional hazards models estimated associations between walkability and type 2 diabetes after GDM, adjusting for individual- and neighborhood-level characteristics. Stratification analyses were conducted by socioeconomic conditions.

resultsAmong 12,403 women with GDM at baseline, the 12-year cumulative incidence of type 2 diabetes was 20.6%. Adjusted hazard ratios (aHRs) of type 2 diabetes for low-medium (aHR 0.89 [95% CI 0.76, 1.04]), medium (aHR 0.85 [95% CI 0.74, 0.99]), and high (aHR 0.88 [95% CI 0.76, 1.03]) walkability (vs. low) were protective or null. The protective association from high walkability was observed only in the most affluent neighborhoods (aHR 0.52 [95% CI 0.31, 0.89]).

conclusionsIn NYC, more walkable neighborhoods were associated with lower risk of type 2 diabetes after GDM without a dose-response effect, and associations depended on individual and neighborhood socioeconomic contexts. While increasing walkability is a core planning goal and may improve health, decisions should also address neighborhood inequities in diabetes.

Indexed as

Diabetes, GestationalDiabetes Mellitus, Type 2Neighborhood CharacteristicsWalkingAdultFemaleHumansLongitudinal StudiesNew York CityPregnancyResidence Characteristics

Identifiers

PMID42579609
PMCPMC13594785

What Socratic holds

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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 Socratic graph.