Development of an Intervention Program for Alzheimer's Family Caregivers Following Diagnostic Disclosure
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 purpose of this qualitative study was to develop a pro-active psycho-educational intervention program for Alzheimer's family caregivers following diagnostic disclosure. Based on a theoretical model of role transitions and a participatory approach, the study comprised four steps: (a) exploring caregiver needs; (b) developing and validating a program proposal based on caregiver-expressed needs; (c) formalizing program through intervention mapping; and (d) testing and qualitatively evaluating the program. The psycho-educational program consisted of seven individual sessions aimed at fostering knowledge and skills required to ensure successful transition to the caregiver role. The approach used in this study can serve as a guide for the development of nursing intervention programs. Intervention mapping allowed, in particular, integrating theoretical and empirical elements in a formal intervention model.
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 | 0.004 | 0.003 |
| 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 | 0.001 |
| 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