Activity limitations and participation restrictions among people with non-communicable diseases in Ghana
Bibliographic record
Abstract
Abstract Anecdotal evidence suggests that non-communicable diseases (NCDs) contribute substantially to mortality, morbidity and disability in Ghana. Nonetheless, no data are presently available on Ghanaians with disability from major NCDs, such as hypertension, diabetes and stroke. Using data from the 2007/2008 Ghana World Health Organization Study on Global Ageing and Adult Health (SAGE) and applying ordinary least squares techniques, the prevalence of and associations between activity limitations and participation restrictions in Ghanaians with NCDs are examined in the present study. The results show stroke is the major contributor to activity limitations and participation restrictions among the Ghanaian population with NCDs. The study results further revealed that respondents with higher education reported high levels of disability compared to those with no education. The results suggest that functioning can be restored by providing assistive technologies, such as wheelchairs, prosthetic limbs, walking aids, etc ., that can enhance participation of persons with disability in society.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 teacher head, 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".