Biobehavioral Pathways Underlying Spousal Health Dynamics: Its Nature, Correlates, and Consequences
Bibliographic record
Abstract
Marriage is a very special relationship that has a high potential to influence physical and mental health throughout the adult lifespan and into old age. In this viewpoint, we propose a model that outlines plausible biobehavioral pathways that may underlie previously established spousal interrelations in long-term health trajectories and discuss specific resources that may facilitate favorable outcomes for everyone involved. Specifically, we focus on spousal associations in physical activity as an important health behavior and in stress-related processes as a key daily-life mechanism, which both reveal effects that may accumulate over time to impact longer-term health outcomes. We also consider spousal resources such as collaborative problem solving and joint goals as psychological variables that characterize the dynamics within a given marriage. We conclude by discussing areas in theory and research that are ripe for further consideration and lay out target questions for future inquiry.
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How this classification was reachedexpand
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.003 | 0.002 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".