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Record W4406782982 · doi:10.1210/clinem/dgaf041

The Association Between Pregnancy Complications and Long-term Maternal Cardiometabolic Health in the MIREC Cohort Study

2025· article· en· W4406782982 on OpenAlexafffund
Mandy Fisher, Graeme N. Smith, Beth K. Potter, Tye E. Arbuckle, Julian Little, Hope A. Weiler, Anne‐Sophie Morisset, Bruce P. Lanphear, Joseph M. Braun, Premkumari Kumarathasan, Mark Walker, Michael M. Borghese, Jillian Ashley‐Martin, Robin Shutt, Linda Dodds, Jennifer E. Bruin, Jana Palaniyandi, Michael Helewa, Shayne Taback, Isabelle Massarelli, Mark R. Palmert, John E. Krzeczkowski, William D. Fraser

Bibliographic record

VenueThe Journal of Clinical Endocrinology & Metabolism · 2025
Typearticle
Languageen
FieldMedicine
TopicGestational Diabetes Research and Management
Canadian institutionsBrock UniversitySickKids FoundationHospital for Sick ChildrenSt. Boniface HospitalCarleton UniversityUniversité de SherbrookeUniversity of TorontoDalhousie UniversityUniversity of ManitobaHealth CanadaUniversity of OttawaSimon Fraser UniversityQueen's UniversityUniversité Laval
FundersHealth Canada
KeywordsMedicinePregnancyInsulin resistanceGestational diabetesObstetricsBody mass indexCohortBlood pressureInternal medicineAdiponectinInsulinEndocrinologyGestation

Abstract

fetched live from OpenAlex

CONTEXT: During pregnancy, women who experience certain pregnancy complications show elevations in biomarkers of inflammation and insulin resistance; however, few studies have examined these cardiometabolic biomarkers in the decade following pregnancy. OBJECTIVE: To examine the association between pregnancy complications and cardiometabolic biomarkers 9 years postpartum including blood pressure, blood lipids, body fat percentage, insulin resistance [glucose, insulin, proinsulin, C-peptide, Homeostasis Model Assessment of Insulin Resistance (HOMA-IR), glycated hemoglobin (HbA1c), leptin, adiponectin], and inflammation (high-sensitivity-C-reactive protein). METHODS: Using data from the Maternal-Infant Research on Environmental Chemicals cohort study (2008-2021), we determined 3 groups of pregnancy complications: (1) hypertensive disorders of pregnancy (HDP) (n = 35); (2) any pregnancy complication in the index pregnancy, defined as preterm birth, HDP, impaired glucose tolerance or gestational diabetes mellitus (n = 55); and (3) self-reported recurrence of 1 of these pregnancy complications (n = 19). Our comparison group included 186 women with uncomplicated pregnancies. RESULTS: In our adjusted linear regression results, all pregnancy complication groups showed significantly higher systolic and diastolic blood pressure 9 years later. HOMA-IR was 23% [95% confidence interval (CI): -4.4%, 57%], 26% (95% CI: 2.0%, 55%), and 51% (95% CI: 12%, 104%) higher at follow-up in participants who had experienced a prior HDP, an index pregnancy complication, or a recurrent pregnancy complication, respectively. Elevations were also seen with HbA1c, insulin, C-peptide, and leptin, especially among those with recurrent complications. CONCLUSION: This study contributes to the body of evidence that women with a history of certain pregnancy complications merit special attention in the prevention of cardiovascular disease. We recommend further exploration into these associations in larger cohorts.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.017
Threshold uncertainty score0.034

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0010.000
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0010.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.056
GPT teacher head0.445
Teacher spread0.389 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations6
Published2025
Admission routes2
Has abstractyes

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