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
Caregiving for a spouse who has survived a stroke has multidimensional implications for both the partner and the spousal caregiver. A phenomenological study was conducted to examine the experiences of spousal caregivers for stroke survivors. Eight spouses who met the inclusion criteria participated in the study. van Manen's (1997) approach was used to examine the spousal caregivers' experiences. Data were collected through audiotapes from semistructured interviews. The interviews were transcribed to form textual descriptions of the caregivers' experiences. Six interrelated themes emerged through data analysis: experiencing a profound sense of loss, adjusting to a new relationship with a spouse, taking on new responsibilities, feeling the demands of caregiving, having to depend on the support of others, and maintaining hope and optimism. This study contributes to healthcare providers' understanding and knowledge of spousal caregivers for stroke survivors, and supports the need for continued research in this area.
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 | 0.001 | 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 | 0.000 |
| 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