Depression Associated With Transitions Into and Out of Spousal Caregiving
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
This study investigates depressive symptoms among spousal caregivers in three groups: those who become caregivers, those who continue care, and those who exit caregiving, compared with those who remain non-caregivers. We also examine depressive symptoms among widowed caregivers by length of bereavement. We use four waves of the U.S. Health and Retirement Study (2006, 2008, 2010, and 2012), for a total of 43,262 observations. Findings show elevated levels of depressive symptoms for new caregivers, continuing caregivers, and exit caregivers. Among exit caregivers, symptoms were elevated when measured in the first 15 months after the spouse’s death but declined thereafter. These findings add to the evidence that spousal caregiving carries a risk for depression, and symptoms are likely to peak near the end of the caregiving episode. These results underscore the need to provide support to newly widowed individuals.
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 | 0.000 |
| 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