The dining experience of residents with dementia in long-term care facilities
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
This qualitative study aimed to explore the dining experience of residents with dementia in long-term care facilities, with a focus on the psychosocial aspect of their experiences. Data were collected by multiple methods, including participant observation and conversational interviews with residents with dementia, focus groups with staff, and examination of documents at two urban facilities in British Columbia, Canada. Data analysis revealed eight themes: (1) Outpacing/ Relaxed pace, (2) Withholding/ Holding, (3) Stimulation, (4) Disrespect/ Respect, (5) Invalidation/ Validation, (6) Distancing/ Connecting, (7) Disempowerment/ Empowerment, and (8) Ignoring/ Inclusion. These themes provide a clear set of factors that affect the quality of residents' experiences and offer insights into the processes of how multiple factors influence the residents' experiences in complex ways. The results suggest that although staff approaches significantly impact residents' experiences, the physical environment and organizational milieu are also responsible for hindering and facilitating staff to provide care.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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