Demographic and Therapeutic Determinants of Pain Reactivity in Very Low Birth Weight Neonates at 32 Weeks' Postconceptional Age
Bibliographic record
Abstract
BACKGROUND: Management of pain in very low birth weight infants is limited by a lack of empiric knowledge about the multiple determinants of biobehavioral reactivity in infants receiving neonatal intensive care. OBJECTIVE: To examine relationship of early neonatal factors and previous medication exposure to subsequent biobehavioral reactivity to acute pain of blood collection. DESIGN: Prospective cohort study. Methods. One hundred thirty-six very low birth weight (</=1500 g) infants who underwent heel lance for blood collection at 32 weeks' postconceptional age formed the study sample, after excluding those with significant cerebral lesions (periventricular leukomalacia or cerebral parenchymal infarction [grade 4 intraventricular hemorrhage]) on cranial ultrasound. Pain reactions were assessed using the Neonatal Facial Coding System, infant state, and spectral analysis of change in heart rate variability from baseline to reaction to invasive stimulation. Factor analysis was used to provide an empirical basis for deriving summary pain scores, one factor was primarily behavioral and the other primarily autonomic. RESULTS: A normal reaction to procedural pain is characterized by facial grimacing and heightened cardiac sympathetic activity. The most significant factors associated with altered behavioral and autonomic pain reactivity at 32 weeks' postconceptional age were a greater number of previous invasive procedures since birth and gestational age (GA) at birth, both of which were related to a dampened response. After controlling for these variables, exogenous steroid exposure made an independent contribution to both the behavioral and autonomic pain scores, also in the direction of dampening the response. Conversely, previous exposure to morphine was associated with "normalized" (ie, increased) rather than diminished responses. In addition, higher mean heart rate at baseline was associated with lower GA at birth and longer time on mechanical ventilation. CONCLUSION: Early pain exposure at very low GA may alter the autonomic substrate, resulting in infants who are in a perpetual state of stress. The results of this study suggest that the judicious use of analgesia may ameliorate these effects on later pain reactivity. However, although early morphine exposure may "normalize" subsequent pain reaction, this study did not examine its effects on neurodevelopment.
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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 | 0.001 | 0.004 |
| 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 | 0.001 |
| 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".