A systematic review and meta-analysis of the Ethiopian cohort of adult hypertensive people's adherence to healthy behaviors
Bibliographic record
Abstract
Background Adherence to healthy behavior has become increasingly important in recent years for better blood pressure management. For the management and prevention of hypertension, it is a strong recommendation. But there have been a number of observational studies conducted in Ethiopia on hypertensive people's healthy lifestyle choices. An extensive review, however, that would have provided even a sliver of supporting data for developing an intervention, is missing. The purpose of this review and meta-analysis was to fill in this gap. Methods The meta-analysis of an observational study was followed by a systematic review. Searches and extracts from the databases CINAHL (EBSCO), MEDLINE (via Ovid), PubMed, EmCare, and Google Scholar have been conducted by three reviewers. Only studies with low and moderate risk were included in the analysis after the quality of the articles was evaluated by two independent reviewers using the Newcastle-Ottawa Scale. After accounting for heterogeneity and publication bias, this study presented the estimated overall and six major domains of adherence to healthy behaviors among hypertensive adult individuals. The PROSPERO database had this systematic review registered under protocol number CRD 42020206150. Results The overall estimated adherence to healthy lifestyle habits among Ethiopian hypertensive adult individuals was 42.45% (95% CI: 33.51–51.38, I 2 = 95.2%). We also investigate the adherence of major domains of healthy behaviors, such as the estimated healthy dietary adherence: 50.86% (95% CI: 39.61–62.11%), the estimated adherence to physical activity: 48.74% (95% CI: 36.60–60.96), and the estimated adherence to sodium intake: 51.79% (95% CI: 36.77–66.8). The following variables were statistically significant predictors of adherence to the overall health behavior: education level (Pooled Odds Ratio (POR): 2.8; 95% CI: 1.98–3.63, I 2 = 0.0%), duration of hypertension (POR: 3.1; 95% CI: 1.80–4.32, I 2 = 0.0%), and hypertensive people who was knowledgeable of hypertension (POR: 6.8; 95% CI: 1.05–12.58, I 2 = 89.3%). Conclusions Less than half of the hypertension population in Ethiopia had healthy lifestyle behaviors. A low percentage of hypertensive adults also had adhered to salt (sodium) intake, physical activity, and weight management. So, intervention programs should focus on the health faithfulness of the specific section of adherence to healthy lifestyle practice according to recommended lifestyle practice guidelines.
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 imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.024 | 0.050 |
| Meta-epidemiology (narrow) | 0.003 | 0.001 |
| Meta-epidemiology (broad) | 0.019 | 0.028 |
| Bibliometrics | 0.010 | 0.009 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".