Metasynthesis of the Hope Experience of Family Caregivers of Persons With Chronic Illness
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 metasynthesis was to describe the hope experience of family caregivers of persons with chronic illness. Fourteen studies were included in the metasynthesis. All studies described the importance of hope to the family caregivers of relatives with chronic illness regardless of age, relationship, or setting. Several derived themes arose from the metasynthesis, including (a) transitional refocusing from a difficult present to a positive future, (b) dynamic possibilities within uncertainty, (c) pathways of hope, and (d) hope outcomes. Hope was defined as transitional dynamic possibilities within uncertainty. A new conceptual model of hope was developed that provides a foundation for future research and practice. The metasynthesis findings indicate factors influencing hope have a role in assessing hope and differing pathways of hope provide a foundation for future hope interventions.
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 | 0.005 | 0.000 |
| 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 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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