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Record W4415615868 · doi:10.1016/j.cjcpc.2025.10.006

Lipid Screening for Cardiovascular Risk in Youth: A Narrative Review of Current Guidelines and Potential Use of Nonfasting Measures

2025· article· en· W4415615868 on OpenAlexafffund
Reihane Taheri, Olivia Weaver, Jacqueline A. Krysa, Donna F. Vine, Michael Khoury, Spencer D. Proctor

Bibliographic record

VenueCJC Pediatric and Congenital Heart Disease · 2025
Typearticle
Languageen
FieldMedicine
TopicHealth Promotion and Cardiovascular Prevention
Canadian institutionsUniversity of Alberta
FundersUniversity of AlbertaCanadian Institutes of Health ResearchWomen and Children's Health Research InstituteChildren's Health Research InstituteHeart and Stroke Foundation of Canada
KeywordsDyslipidemiaNarrative reviewBiomarkerMEDLINERisk factorIdentification (biology)Risk assessment

Abstract

fetched live from OpenAlex

<h2>Abstract</h2> Early identification of dyslipidemia in children and youth allows for the prevention of cardiovascular diseases (CVD). Emerging evidence in adults suggests that nonfasting remnant cholesterol (RC) is a significant independent risk factor for CVD. Understanding the applicability of nonfasting RC in youth and children may provide greater options for routine and early identification of CVD risk. The purpose of this review is to provide an overview of guidelines for assessing dyslipidemia in practice and to explore whether nonfasting lipid biomarkers and/or RC have been incorporated for children and youth. The Medline database was used to identify clinical practice guidelines published between 2011 and August 2025 in English for children and/or youth aged 2-20 years. Of an initial 2537 citations, 41 met the inclusion criteria for data extraction. Although there is controversy regarding assessing fasting or nonfasting biomarkers in youth, definitions of normal ranges of lipoproteins were less controversial and are typically defined based on the National Heart, Lung, and Blood Institute recommendations. Most guidelines recommend measuring fasting lipid biomarkers (especially low-density lipoprotein cholesterol) in youth. In contrast, a select number of guidelines and statements recommend assessing nonfasting non–high-density lipoprotein cholesterol as the priority. Currently, no guidelines discuss measuring RC in youth. Evidence suggests that nonfasting non–high-density lipoprotein cholesterol is a reliable, practical biomarker for lipid screening in children and youth; however, most guidelines still suggest fasting measurement of low-density lipoprotein cholesterol. We note that nonfasting RC is an important knowledge gap not addressed in the current guidelines, and increasing awareness of nonfasting RC may be valuable.

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.681
Threshold uncertainty score0.456

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.077
GPT teacher head0.353
Teacher spread0.277 · 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 teacher head, 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

Citations0
Published2025
Admission routes2
Has abstractyes

Explore more

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