Metasynthesis of the Hope Experience of Family Caregivers of Persons With Chronic Illness
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.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.038 | 0.097 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.007 | 0.013 |
| Bibliometrics | 0.022 | 0.012 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.004 | 0.004 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".