Acute postoperative opioid consumption trajectories and long-term outcomes in pediatric patients after spine surgery
Bibliographic record
Abstract
Mandy MJ Li,1,2 Don Daniel Ocay,2,3 Alisson R Teles,2,4 Pablo M Ingelmo,5,6 Jean A Ouellet,1–2,7 M Gabrielle Pagé,8,9 Catherine E Ferland2,4–6,101Faculty of Medicine, McGill University, Montreal, Quebec, Canada; 2Department of Clinical Research, Shriners Hospitals for Children-Canada, Montreal, Quebec, Canada; 3Department of Experimental Surgery, McGill University, Montreal, Quebec, Canada; 4Integrated Program in Neurosciences, McGill University, Montreal, Quebec, Canada; 5Chronic Pain Services, Montreal Children’s Hospital, Montreal, Quebec, Canada; 6Department of Anesthesia, McGill University, Montreal, Quebec, Canada; 7Division of Orthopaedic Surgery, McGill University, Montreal, Quebec, Canada; 8Département d’anesthésiologie, Université de Montréal, Montreal, Quebec, Canada; 9Carrefour de l’innovation et de l’évaluation en santé, Centre de recherche du Centre hospitalier de l’Université de Montréal (CRCHUM), Montreal, Quebec, Canada; 10Child Health and Human Development Research Axis, Research Institute-McGill University Health Centre, Montreal, Quebec, CanadaBackground: The days following surgery are a critical period where the use of opioids predicts long-term outcomes in adults. It is currently unknown as to whether opioid consumption throughout the acute postoperative period is associated with long-term outcomes in pediatric patients. The aims of this study were to characterize opioid consumption trajectories in the acute postoperative period, identify predictors of trajectory membership and determine associations between opioid consumption trajectories and long-term patient outcomes.Materials and methods: Medication use, pain and mental health status were assessed at baseline in adolescents with idiopathic scoliosis who were scheduled for spinal fusion surgery. Cumulative 6-hr opioid consumption was recorded for up to 5 days after spinal surgery. At 6 months after surgery, medication use, pain and functional activity were evaluated. Growth mixture modeling was used to identify opioid trajectories.Results: One hundred and six patients were included in the study. Mean cumulative 6-hr opioid consumption in the acute postoperative period was 13.23±5.20 mg/kg. The model with the best fit contained 5 acute postoperative trajectories and a quadratic term (AIC =6703.26, BIC =6767.19). Two types of patient behaviors were identified: high opioid consumers (trajectories 4 and 5) and low opioid consumers (trajectories 1, 2 and 3). Intraoperative intrathecal morphine dose was a predictor of trajectory membership (p=0.0498). Opioid consumption during the acute postoperative period was not significantly associated with pain, functional activity or pain medication use at 6 months after surgery.Conclusion: In pediatric patients, intraoperative intrathecal morphine dose predicts opioid consumption in the acute postoperative period. Importantly, opioid consumption during this period does not affect long-term outcomes in pediatric patients after a spine surgery.Keywords: opioids, pediatrics, postsurgical pain, trajectories, adolescent idiopathic scoliosis, spinal fusion surgery
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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 | 0.000 | 0.000 |
| 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 | 0.000 |
| 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".