Women’s Adaptation to Chronic Back Pain: Daily Appraisals and Coping Strategies, Personal Characteristics and Perceived Spousal Responses
Bibliographic record
Abstract
Daily diary methodology was used to examine within- and between-person associations among pain appraisals, coping strategies, personal characteristics, perceived spousal responses and daily (30 days) changes in negative mood and pain for 88 women with chronic back pain. Multilevel models revealed that control appraisals and distraction and ignoring pain coping strategies were associated with same-day reductions in negative mood and pain; whereas catastrophizing appraisals and praying and hoping coping strategies were associated with an increase in negative mood or pain. With appraisals and coping controlled for, average within-day decreases in depression were associated with perceived control in one's life; increases in anxiety were associated with spousal distracting responses; and increases in pain intensity were associated with spousal punishing responses and pain interference.
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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 | 0.002 | 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 | 0.000 | 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 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".