The lack of physical exercise in Arab states
Bibliographic record
Abstract
Obesity is a growing healthcare problem worldwide, and especially throughout the Middle East. The fast adoption of a Western lifestyle, among other factors, has led to reduced physical activity and an increase in the consumption of sugars and saturated fats. The World Health Organization (WHO) recommends that healthy adults should have at least 150 minutes of moderate exercise per week. According to recent studies, however, only 40% of men and 27% of women in the Gulf Cooperation Council countries reported being physically active for that amount of time. In Qatar, nearly half of 18- to 19-year-olds have insufficient levels of physical activity, and this rate increases substantially with age. Epidemiologists Kathleen Benjamin and Tam Truong Donnelly of the University of Calgary in Qatar reviewed the relevant literature in order to identify the factors that promote physical activity among Arab adults, and those that act as barriers to it. They searched several large databases for relevant English-language studies, using keywords and phrases such as “physical activity,” “exercise,” “Middle East,” “challenges,” and “enablers,” and found 47 articles, and then eliminated 32 of these, because they did not include data on Arab adults, or because they did not focus on the barriers and facilitators of physical activity. From their review of the remaining 14 articles, Benjamin and Donnelly find that the two most commonly reported barriers to physical exercise were lack of time, largely due to competing factors such as household chores, childcare, and extra office care, and the presence of health conditions such as heart disease, osteoarthritis and asthma. Other participants reported lack of interest or motivation, fear of injury, and excessive internet usage as major barriers to physical activity. Some of the reported barriers are related to cultural and social norms. Traditionally, women in some Muslim?majority countries need to be accompanied by a male relative when outdoors. This, together with their expected role in the home and the traditional dress many wear in public to preserve their modesty, further reduces Arab women's opportunities for exercise. Other major reasons for lack of activity included the lack of appropriate facilities, and the hot weather in the region. The most common facilitators of physical activity were the presence of a health condition or heath scare, such as a heart attack, which motivated people to become more active. Religion was also cited as another major facilitator, with several people contending that the Quran also encourages physical activity.Other InformationPublished in: QScience.com Highlights, Published by Nature Research for Hamad bin Khalifa University Press (HBKU Press) License: http://creativecommons.org/licenses/by/4.0
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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 | 0.003 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.005 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| 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".