A realist evaluation of a support and training program for family caregivers in the municipality of Envigado: A research protocol
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
AIMS: In Envigado, Colombia, the Secretariat of Health has implemented, since 2011, an interprofessional program involving nurses to support and train relatives to improve the quality of life of people with a loss of autonomy and their family caregivers. The objectives of this study are to assess the outcomes of this program and to explore the contextual elements and mechanisms that can explain these outcomes. DESIGN: This article presents the research protocol for a realist evaluation that will be carried out to gather the perspectives of various local stakeholders involved. METHODS: Four outcomes on family caregivers will be measured quantitatively using self-administered questionnaires and numerical scales. Contextual elements and mechanisms will then be explored qualitatively through focus groups and individual interviews. An iterative analysis will enable the refinement of a program theory. RESULTS: The results will inform a program theory that underlies the outcomes of the family caregiver support and training program. PATIENT OR PUBLIC CONTRIBUTION: Community stakeholders, family caregivers, people with a loss of autonomy and their relatives will be involved in data collection and/or in the validation of the program theory.
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 | 0.026 | 0.001 |
| 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 | 0.001 | 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