Self-Administered Intervention for Caregivers of Persons With Alzheimer’s Disease
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 article is to describe the development and feasibility testing of a Transition Toolkit to support caregivers of persons with Alzheimer's disease (AD) in dealing with transitions. Using the Medical Research Council (MRC; UK) guidelines for complex intervention development, Step 1 was to develop a theoretical understanding of the likely processes of change, by reviewing existing evidence and theory, and conducting new primary research. Based on Step 1, the intervention was developed with the Alzheimer's Society experts (Step 2), followed by concept mapping of the critical inputs of the intervention with the theoretical understanding (Step 3). A feasibility study was then conducted with 20 caregivers of persons with AD (Step 4) using a mixed methods concurrent design. The preliminary findings of the pilot study were positive with the participants describing the Transition Toolkit as acceptable, easy to use, and having the potential to help deal with transitions.
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 | 0.002 | 0.001 |
| 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 | 0.001 |
| 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