MétaCan
Menu
Back to cohort

PS-C29-10: WEIGHT GAIN IS ASSOCIATED WITH INCREASED ARTERIAL STIFFNESS IN HIGH-RISK PREGNANT WOMEN

2023· article· en· W4315706994 on OpenAlexaff
Sophia Bourgeois, Kim Phan, Christopher Labos, Amira El Messidi, Haim A. Abenhaim, Robert Gagnon, Stella S. Daskalopoulou

Bibliographic record

VenueJournal of Hypertension · 2023
Typearticle
Languageen
FieldMedicine
TopicPregnancy and preeclampsia studies
Canadian institutionsMcGill University
Fundersnot available
KeywordsMedicineArterial stiffnessPregnancyWeight gainPreeclampsiaGestationObstetricsPopulationProspective cohort studyCardiologyInternal medicineBlood pressureBody weight

Abstract

fetched live from OpenAlex

Objective: There have been increasing efforts to establish effective screening tools for preeclampsia in early pregnancy. Arterial stiffness is a composite indicator of vascular health, reflects endothelial dysfunction, and has been shown to be predictive of cardiovascular events in the general population, while it has been noted to be increased at the time for preeclampsia. Pregnancy is characterized by acute weight gain. However, whether pregnancy weight gain can affect arterial stiffness is not known. Therefore, we aimed to investigate the impact of pregnancy weight gain on arterial stiffness in high-risk pregnant women. Design and method: In this prospective longitudinal cohort study, pregnant women (n = 177) in their first trimester (10–13 weeks gestation) who met established clinical criteria for high-risk of preeclampsia were recruited from obstetrics clinics. Arterial stiffness measurements and weight were recorded every 4 weeks throughout pregnancy. Arterial stiffness was measured non-invasively using the validated tonometry-based SphygmoCor System. Results: Continuous variables were analyzed using linear. Analysis adjusted for maternal age showed that an increase in total pregnancy weight gain was significantly associated with increased arterial stiffness during pregnancy (0.213 [95%CI: 0.007, 0.068], p < 0.02). More specifically, an increase in late pregnancy weight gain, from second to third trimester, was significantly associated with an increase in arterial stiffness during pregnancy (adjusted beta: 0.052 [CI: 0.002, 0.102], p < 0.05). Conclusion: An increase in total pregnancy weight gain and more specifically late pregnancy weight gain is associated with an increase in arterial stiffness. This is important as arterial stiffness could be a predictive tool for preeclampsia in clinical practice.

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)0.000
metaresearch head score (Gemma)0.002
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 score0.004
Threshold uncertainty score0.008

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.022
GPT teacher head0.234
Teacher spread0.212 · 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

Citations1
Published2023
Admission routes1
Has abstractyes

Explore more

Same venueJournal of HypertensionSame topicPregnancy and preeclampsia studiesFrench-language works237,207