Meeting the Needs in Continuing Care of Facility-Based Residents Diagnosed With Dementia: Comparison of Ratings by Families, Direct Care Staff, and Other Staff
Bibliographic record
Abstract
Effective facility-based continuing care of persons diagnosed with dementia requires trust and cooperation between the professional caregivers and the families of the residents. Miscommunications may affect many aspects of staff-family relationships. The knowledge and expectations of these groups, however, are typically quite different. The purpose of this study was to compare families, direct caregivers, and other staff and volunteers on their perception of the degree to which residents’ needs were being met. Although these groups agreed that the majority of needs were being met adequately, the groups did differ. Specifically, compared to families and other staff and volunteers, the direct caregivers were more critical of bedside care, their own professional training, and the work of others. Families, in contrast, were more critical of their loved ones’ limited opportunities for freedom of choice. The findings have value for the care of persons with dementia residing in care facilities.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.013 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), 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".