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Record W3158439189 · doi:10.26685/urncst.238

A Literature Review of the Effects of PCOS on Cardiovascular Health

2021· review· en· W3158439189 on OpenAlexafffund
Kshitija Mundle, Zoha Raza

Bibliographic record

VenueUndergraduate Research in Natural and Clinical Science and Technology (URNCST) Journal · 2021
Typereview
Languageen
FieldMedicine
TopicOvarian function and disorders
Canadian institutionsWestern University
FundersMcMaster University
KeywordsDyslipidemiaMedicineCardiovascular healthInsulin resistanceEndocrine systemDiabetes mellitusType 2 diabetesPsychological interventionPolycystic ovaryAffect (linguistics)EndocrinologyInternal medicineHormoneDiseasePsychologyPsychiatry

Abstract

fetched live from OpenAlex

Introduction: Polycystic ovarian syndrome (PCOS) is a common endocrine disorder found in individuals with female reproductive organs. It is known to cause excess production of androgens, which leads to a wide variety of issues, ranging from complications with bodily function and changes in physical appearance. This review will specifically focus on the relationship between PCOS and its effects on cardiovascular health to understand the long-term implications of the disorder. The variety of treatments used for PCOS and how they affect cardiovascular health will also be explored. Methods: Research over a span of 30 years was compiled to examine the effects of PCOS on women’s cardiovascular health outcomes. Results: The findings support that there is indeed an adverse relationship between PCOS and cardiovascular health; however, treatments are available to combat these effects. PCOS has a negative influence on the health of the cardiovascular system; it increases the risk of hypertension and blood vessel/artery damage, metabolic disturbances such as diabetes, dyslipidemia, and insulin resistance, and has negative implications (undesirable effects) on hormones, such as insulin and androgen levels. There are multiple interventions ranging from oral contraception (OCP), lifestyle changes, and herbal medications that can reverse the effects of PCOS on the cardiovascular system. Due to the nature of PCOS, however, the results of the studies examined in this review are not an exact prospect for every affected individual and will require extensive research. Furthermore, more research is required to continue to understand other biological factors in this relationship, as well as looking into social determinants that may enhance or alter these results. Conclusion: Ultimately, this review intends to promote further studies of the long-term effects of this hormonal disorder. Further research will not only improve the current treatment processes but may also benefit the conversation around this topic so that those who do struggle with PCOS can be more cognizant of its potential health outcomes.

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)0.002
metaresearch head score (Gemma)0.008
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.009
Threshold uncertainty score0.024

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.008
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0020.002
Bibliometrics0.0090.010
Science and technology studies0.0010.001
Scholarly communication0.0020.002
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0070.001

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 head0.071
GPT teacher head0.455
Teacher spread0.384 · 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 designSystematic review
Domainnot available
GenreReview

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

Citations3
Published2021
Admission routes2
Has abstractyes

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