Fear of Pain is Elevated in Adults with Co‐Occurring Trauma‐Related Stress and Social Anxiety Symptoms
Bibliographic record
Abstract
The aim of this study was to determine whether fear of pain and related fear constructs are elevated in people with co-occurring trauma-related stress and social anxiety symptoms relative to people with 1 or neither of these conditions. Eighty students were selected from a larger sample and divided into 4 equal groups comprising those with both high trauma-related stress and social anxiety symptom scores (TRS/SAS), only high trauma-related stress symptom scores (TRS), only high social anxiety symptom scores (SAS), or neither (N). Results indicated that the TRS/SAS group had significantly higher scores on all fear of pain measures, anxiety sensitivity, and illness/injury sensitivity than any other group, even when level of current pain was included as a covariate. These findings suggest that people with co-occurring trauma-related and social anxiety symptoms are most likely to be fearful of pain and to thereby be at increased risk of developing chronic and disabling pain. Implications for future research and treatment are discussed.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 source (direct Gemma or distilled Codex), 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".