Family Involvement in Nursing Homes: Are Family Caregivers Getting What They Want?
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
The provision of person-centered care for nursing home residents with dementia suggests the need for family caregiver involvement. In this article, we argue that optimal family involvement differs by family caregiver and therefore depends on the degree to which family caregivers consider their own involvement to be important. In this Canadian study, we compare the importance that 135 family caregivers of residents with dementia place on 20 kinds of involvement with the degree to which they perceive opportunities for involvement. Family Involvement Congruence Scores are calculated in three ways: those for whom involvement is important, those for whom involvement is not important, and an overall congruence score. Congruence scores varied by involvement type. These scores show promise for use in future research on family caregiver involvement and as tools for use by facilities as they endeavor to meet family caregiver expectations for involvement.
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) | 0.001 | 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) | 0.000 | 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