Construct Validity of the Parents' Postoperative Pain Measure
Bibliographic record
Abstract
OBJECTIVES: Pain assessment can be a challenging task for parents, who increasingly provide the care for their children after surgery. This research provides evidence of the construct validity of the Parents' Postoperative Pain Measure (PPPM), a 15-item behavioral scale. METHODS: Study 1 examined the ability of scores on the PPPM to discriminate between pain and anxiety in a sample of 75 children (30 girls) between the ages of 7 and 12 years undergoing day surgery. Study 2 examined the sensitivity of scores on the PPPM to analgesic intervention among a sample of 28 children (7 girls) between the ages of 7 and 12 years undergoing day surgery. RESULTS: In Study 1, scores on the PPPM closely followed the pattern of children's self-reported pain intensity and not state-related anxiety. Results from Study 2 showed that scores on the PPPM, like children's self-reported pain intensity ratings, were sensitive to analgesic intervention. DISCUSSION: The results of these studies provide further support for the construct validity of the PPPM and confirm that the measure is a valid pain assessment tool for use by parents at home following children's surgeries.
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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 | 0.031 | 0.037 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
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".