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Record W4416580471 · doi:10.7759/cureus.97547

Temporal Trends in Cardiometabolic Control Among Canadian Adults: A Comparative Analysis of Hypertension and Diabetes Using the Canadian Health Measures Survey (CHMS) 2008–2019

2025· article· en· W4416580471 on OpenAlexaboutno aff
Adaora W Mochu, Omotolani A Meseko, Osasuyi A Emovon, Chibuzo N Nwodo, Ifesinachi Nwankwor, Omotayo O Amure, Manuel B Posadas, Lebechi N. Opara

Bibliographic record

VenueCureus · 2025
Typearticle
Languageen
FieldMedicine
TopicHealth Promotion and Cardiovascular Prevention
Canadian institutionsnot available
Fundersnot available
KeywordsDiabetes mellitusPrimary careDiseaseChronic diseaseDiabetes managementDisease managementDisease controlMEDLINE

Abstract

fetched live from OpenAlex

BACKGROUND: Hypertension and diabetes remain major contributors to cardiovascular morbidity and mortality in Canada. Monitoring their trends is critical to evaluating public health progress in prevention and disease management. OBJECTIVE: To descriptively summarize published Canadian Health Measures Survey (CHMS) estimates on the prevalence, awareness, treatment, and control of hypertension and diabetes among Canadian adults aged 20-79 years across the 2008-2019 survey cycles. METHODS: Descriptive analysis was conducted using aggregated CHMS combined-cycle data (2008-2011, 2012-2015, and 2016-2019). Weighted proportions and absolute counts published by Statistics Canada were organized and analyzed in Stata version 18. Data were stratified by sex and age group, and graphical visualization was applied to highlight temporal and demographic patterns. RESULTS: Hypertension prevalence remained stable over time, accompanied by modest improvements in treatment and control rates. Conversely, diabetes prevalence continued to rise, with limited gains in glycemic control. These patterns suggest differential progress in managing cardiometabolic conditions among Canadian adults. CONCLUSION: National strategies appear to have improved hypertension outcomes but less effectively addressed diabetes control. Strengthening preventive interventions, enhancing primary care integration, and improving access to chronic disease management resources remain essential for advancing cardiometabolic health in Canada.

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)0.007
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 score0.025
Threshold uncertainty score0.184

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.007
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0040.012
Science and technology studies0.0020.000
Scholarly communication0.0010.001
Open science0.0020.001
Research integrity0.0000.001
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 head0.060
GPT teacher head0.335
Teacher spread0.275 · 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

Citations0
Published2025
Admission routes1
Has abstractyes

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