Resident and Staff Ratings of Foodservices in Long-Term Care: Implications for Autonomy and Quality of Life
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
Foodservices contribute to the health status, quality of life, and autonomy of long-term care (LTC) residents, yet malnutrition is prevalent. To improve nutritional status, LTC facilities should determine which aspects of foodservices are important to residents and which provoke the most dissatisfaction. Because staff control foodservices, it is equally important to examine their beliefs. Data were collected from nine LTC facilities in Quebec. Means and t tests of differences between residents' (n = 69) and staff 's (n = 52) mean importance and satisfaction rankings of 29 foodservice items are presented. Although residents rated foodservice choice and autonomy items lower in importance, these items were generally less satisfied. Staff consistently overrated both importance and satisfaction among residents. Specific recommendations for foodservice quality improvements are discussed in relation to residents' quality of life, autonomy, and nutritional status.
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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 it