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Record W4408171179 · doi:10.1186/s12913-025-12481-7

Prevalence of hypertension and associated factors: a cross-sectional study in Riyadh, Saudi Arabia

2025· article· en· W4408171179 on OpenAlexaff
Seema Mohammed Nasser, Mamdouh M. Shubair, Faris Fatani, Naif M. Alhawiti, Bandar Aleissa, Aljohrah Aldubikhi, Khadijah Angawi, Awad Alshahrani, Sumera Aziz Ali, Ashraf El‐Metwally

Bibliographic record

VenueBMC Health Services Research · 2025
Typearticle
Languageen
FieldMedicine
TopicBlood Pressure and Hypertension Studies
Canadian institutionsUniversity of AlbertaUniversity of Northern British Columbia
Fundersnot available
KeywordsMedicineCross-sectional studyNursing researchPublic healthHealth administrationHealth informaticsEnvironmental healthEpidemiologyPediatricsFamily medicineInternal medicineNursingPathology

Abstract

fetched live from OpenAlex

BACKGROUND: Hypertension is a chronic condition that represents a global burden across the world. The burden of hypertension is found to be particularly high in Middle Eastern countries such as Saudi Arabia. This study was undertaken to measure the prevalence of hypertension and its associated factors. An assessment of the impact of hypertension is required to alleviate/reduce the comorbidities and complications associated with hypertension in Saudi Arabia. MATERIALS AND METHODS: A cross-sectional survey was conducted among 14,239 individuals in Saudi Arabia. A valid and reliable questionnaire was administered after randomly selecting study participants from 48 primary healthcare centers. Univariate analysis was performed to investigate the relationship between independent variables and hypertension. P-values less than 0.05 were considered significant. Multivariate logistic regression was used to establish the major associated factors of hypertension among Saudi citizens. A 95% confidence interval (CI) was presented for each of the adjusted odds ratios (AORs). RESULTS: It was found that 11.1% of research participants reported having hypertension. Compared to younger participants of < 50 years, those who are 50 to 75 years old are two times more likely to be hypertensive (AOR: 2.05; 95% CI: 1.68, 2.50). Compared to employed Saudi residents, unemployed residents were 1.43 times more likely to be hypertensive (AOR: 1.43; 95% CI: 1.25, 1.65). The odds of hypertension were higher by 1.73 times among obese than non-obese individuals (95% CI: 1.33, 2.25). Individuals with heart disease were 3.72 times more likely to suffer from hypertension than individuals without heart disease (95% CI: 2.84, 4.88). Similarly, those with high cholesterol levels were 8.37 times more likely to have hypertension than those with low cholesterol levels (95% CI: 6.94, 10.09). Diabetic individuals were 10.45 times more likely to develop hypertension than non-diabetic individuals (95% CI: 8,87, 12.30). CONCLUSION: The prevalence of hypertension found in the current study was 11.1%. Older age, unemployment, insurance coverage, obesity, diabetes, heart disease, and high blood cholesterol were associated with high blood pressure in this study. The findings of this study suggest that researchers and policymakers should target modifiable risk factors to reduce the burden of hypertension among Saudi residents.

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)0.001
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 score0.031
Threshold uncertainty score0.062

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.140
GPT teacher head0.447
Teacher spread0.306 · 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

Citations8
Published2025
Admission routes1
Has abstractyes

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