The Influence of Gardening Activities on Reports of Health Problems, Allergies, and Body Mass Index
Bibliographic record
Abstract
In the last quarter century, the epidemic of overweight and obese Americans has increased strikingly. Obesity is far more perilous than most adults think because it disables and kills by substantially raising the risk of cardiovascular disease, dyslipidemia, hypertension, osteoarthritis, stroke, Type II diabetes, specific forms of cancer and other diseases.\nThe main purpose of this research was to investigate the influence of gardening activities on activity levels, body mass index (BMI), allergies, and reported overall health of gardeners and non-gardeners. The survey used for this study consisted of five sections, which were modified from previous instruments and, all tested for validity by being shown to a panel of experts. The sample population was drawn from two sources: an online survey, which was posted for four months on social media websites and spread through word of mouth and an identical paper-pencil formatted survey, which was distributed to church, garden, and community service groups within Texas and parts of the Midwest. These paper-pencil survey groups were selected for participation based on their ease of accessibility and interest level in participating in the study. Participants were offered a free packet of wildflower seeds as an incentive to take part in the survey.\nResults from this study indicated non-gardeners were less physically active when compared to gardeners. Frequency of gardening did not have a statistically significant impact on gardeners’ BMI. There was no difference in BMI between gardeners and non-gardeners. Gardeners indicated having more frequently reoccurring symptoms for “Ear Infection/Ear Ache,” “High Cholesterol,” “Kidney Stone,” “Gallstones,” and “Arthritis,” indicating gardening may being used as a distraction therapy, helping gardeners to cope with pain and remain active when other forms of exercise may not be an option. There was no statistically significant difference in incidence of allergies between gardeners and non-gardeners, and there was a significant difference between annual household income and physical activity/exercise and BMI for gardeners.
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 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".