Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
BACKGROUND: Burnout is the result of unmanaged stress that has been shown to affect those working in the healthcare professions. Although much research has been conducted on burnout among nurses, physicians and other health professionals, there is limited documentation on the phenomenon among dietitians. The purpose of this study was to establish the prevalence of burnout among dietitians in Ontario, Canada, determine the demographic variables associated with burnout, and compare these results with burnout data for other healthcare professionals. METHODS: The Maslach Burnout Inventory-Human Services Survey and a demographic questionnaire were emailed to registered dietitians. RESULTS: The dietitians surveyed experienced a moderate amount of emotional exhaustion (mean = 19.96), a low level of depersonalisation (mean = 4.31) and a moderate sense of personal accomplishment (mean = 38.61). Statistically significant relationships were found between years as a dietitian and personal accomplishment (r = 0.16; P = 0.05), age and personal accomplishment (r = 0.15; P = 0.01), hours worked per week and emotional exhaustion (r = 0.17; P = 0.01) and hours worked per week and depersonalisation (r = 0.14; P = 0.01). There were no significant differences in mean burnout scores across the five areas of practice. Over 57% of dietitians had scores indicative of moderate to high levels of burnout overall. CONCLUSIONS: Although dietitians have lower levels of burnout compared to other healthcare professionals, moderate levels of emotional exhaustion and only moderate levels of personal accomplishment remain workplace issues for this professional group.
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.
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 | 0.001 | 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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it