<i>Mealtimes as Active Processes</i>in Long-term Care Facilities
Bibliographic record
Abstract
Mealtimes are central to the nutritional care of residents in long-term care facilities. There has been little Canadian research to guide interdisciplinary practice around mealtimes. This study included a grounded theory approach to explore mealtime experiences of 20 people with dementia living in two long-term care facilities, and the meal-related care they received from registered nurses, health care aides, and dietitians. Theoretical sampling directed the collection and analysis of data from mealtime observations in special care units and key informant interviews with care providers. The constant comparison method was used to analyze and conceptualize the data. A substantive theory emerged with three key themes: 1. Each mealtime is a unique process embedded within a long-term care facility's environment. 2. Residents are central to the process through their actions (i.e., arriving, eating, waiting, socializing, leaving, and miscellaneous distracted activities). 3. Internal (i.e., residents' characteristics) and external (i.e., co-resident, direct caregiving, indirect caregiving, administrative, and government activities) influences affect residents' actions at mealtimes. The theory suggests that optimal mealtime experiences for residents require individualized care that reflects interdisciplinary, multi-level interventions.
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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 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) | 0.000 | 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".