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
OBJECTIVE: This study queries the linkage of older adults' spousal loss to multiple dimensions of their health. METHODS: Data are from the 2005-2006 National Social Life, Health, and Aging Project, nationally representative of U.S. adults ages 57 to 85. Analyses examine associations of spousal loss and time since loss with multiple health dimensions. RESULTS: Spousal loss is linked to a system of mental, social, behavioral, and biological issues, consistent with a stress-induced weathering process. Biological problems are more uniformly associated with women's than men's loss. While emotional sequelae may partially subside with time, a range of other outcomes remain worse even among individuals a decade or more past loss, than those with current partners. DISCUSSION: Older adults' spousal loss influences multiple dimensions of their health. Gender differences in biological linkages suggest women's greater physiological vulnerability to this weathering event. Effects of loss are long term rather than transient, especially with biological conditions.
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 | 0.003 | 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