The Widowhood Effect: Explaining the Adverse Outcomes After Spousal Loss Using Physiological Stress Theories, Marital Quality, and Attachment
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 loss of a loved one is one of the most ubiquitous life experiences. There have been multiple reviews that have found adverse health outcomes for individuals experiencing spousal loss, particularly the widowhood effect that characterizes an increased risk of mortality after loss. However, there is a lack of clarity on the relationship between physiological stress and the widowhood effect. This commentary uses the literature on stress, marital quality, and attachment to explain the widowhood effect and other adverse physical health outcomes. We discuss three points: (1) the chronic nature of stress may be the source of adverse outcomes, (2) the quality and quantity of available resources may moderate the effects of stress, and (3) the level and style of attachment may explain why these outcomes may persist many years after spousal loss.
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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 | 0.002 | 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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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