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Record W4414078201 · doi:10.1177/08977151251365585

Pain Management Strategies and Adverse Effects of Opioids in Patients with Neurotrauma with Acute and Chronic Pain

2025· article· en· W4414078201 on OpenAlexafffund
Marie-Ève McGennis, Marc‐Aurèle Gagnon, Jérôme Paquet, Alexis F. Turgeon, Caroline Côté, Mwanack Kakule Matina, Michael Verret, Lynne Moore, Andréane Richard‐Denis, Line Guénette, Léonie Archambault, Cécile Duval, Mélanie Berube

Bibliographic record

VenueNeurotrauma Reports · 2025
Typearticle
Languageen
FieldMedicine
TopicCardiac Arrest and Resuscitation
Canadian institutionsOntario Stroke NetworkCentre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-MontréalUniversité de SherbrookeUniversité LavalThe Quebec Population Health Research Network
FundersRéseau québécois de recherche sur la douleurCentre Hospitalier Universitaire de Québec
KeywordsAdverse effectTraumatic brain injurySpinal cord injuryChronic painPain managementConstipationAcute pain

Abstract

fetched live from OpenAlex

Pain is prevalent and a major source of disability after a traumatic brain injury (TBI) and a spinal cord injury (SCI). With a view of reducing the pain burden in neurotrauma, this study aimed to describe the use of pain management strategies and the adverse effects of opioids in patients with TBI and SCI. We collected data at hospital discharge (T1) and at 3 months post-injury (T2). A total of 70 patients, including 49 with TBI and 21 with SCI, with a mean age of 56 years (±21.1, ±17.9) were included. Almost a third of participants with TBI (33%) and SCI (29%) had a moderate average pain intensity at T1, and most experienced mild average pain intensity at T2. At T1, 80% of participants used opioids, whereas at T2, 26% of participants with TBI and 53% of those with SCI did. The main co-analgesic used was acetaminophen, with 78% and 17% for participants with TBI and 81% and 40% for participants with SCI at T1 and T2. The most common non-pharmacological strategy in participants with TBI was rest at T1 (45%) and T2 (32%), and comfortable positioning in participants with SCI at both timepoints (81% and 53%). The two most frequent adverse effects of opioids in both populations at T1 and T2 were drowsiness (35% vs. 43%; 10% vs. 13%) and constipation (27% vs. 38%; 7% vs. 20%). Opioids remain the most widely used pain management strategy in neurotrauma. Promoting a judicious use of opioids, combined with other strategies, could help patients with neurotrauma achieve adequate and safe pain relief.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.052
Threshold uncertainty score0.541

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.004
GPT teacher head0.230
Teacher spread0.226 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2025
Admission routes2
Has abstractyes

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