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Record W4408223144 · doi:10.2106/jbjs.24.01099

Operative Treatment of Flail Chest Injuries Does Not Reduce Pain or In-Hospital Opioid Requirements

2025· article· en· W4408223144 on OpenAlexaff
Niloofar Dehghan, Jessica A. McGraw-Heinrich, Christine E. Schemitsch, Aaron Nauth, Jennifer Hidy, Milena Vicente, Emil H. Schemitsch, Richard Jenkinson, Hans J. Kreder, Michael D. McKee

Bibliographic record

VenueJournal of Bone and Joint Surgery · 2025
Typearticle
Languageen
FieldMedicine
TopicTrauma Management and Diagnosis
Canadian institutionsHealth Sciences CentreSunnybrook Health Science CentreWestern UniversityUniversity of TorontoSt. Michael's Hospital
Fundersnot available
KeywordsFlail chestMedicineOpioidAnesthesiaEmergency medicineMedical emergencySurgeryInternal medicine

Abstract

fetched live from OpenAlex

BACKGROUND: A previous randomized controlled trial (RCT) evaluating operative versus nonoperative treatment of acute flail chest injuries revealed more ventilator-free days in operatively treated patients who had been ventilated at the time of randomization. It has been suggested that surgery for these injuries may also improve a patient's pain and function. Our goal was to perform a secondary analysis of the previous RCT to evaluate pain and postinjury opioid requirements in patients with operatively and nonoperatively treated unstable chest wall injuries. METHODS: We analyzed data from a previous multicenter RCT that had been conducted from 2011 to 2019. Patients who had sustained acute, unstable chest wall injuries were randomized to operative or nonoperative treatment. In-hospital pain medication logs were evaluated, and daily morphine milligram equivalents (MMEs) were calculated. The patients' symptoms were also assessed, including generalized pain, chest wall pain, chest wall tightness, and shortness of breath. Additionally, patients completed the 36-Item Short Form Health Survey (SF-36), and they were followed for 1 year postinjury. RESULTS: In the original trial, 207 patients were analyzed: 99 patients received nonoperative treatment, and 108 received operative treatment. There were no significant differences in pain medication usage between the 2 groups at any of the examined time points (p = 0.477). There were no significant differences in generalized pain, chest wall pain, chest wall tightness, or shortness of breath at any time postinjury in the 2 groups. There were also no significant differences in the SF-36 scores. CONCLUSIONS: This secondary analysis of a previous RCT suggested that operative treatment of patients with flail chest injuries does not reduce in-hospital daily opioid requirements. There were also no reductions in generalized pain, chest wall pain, chest wall tightness, or shortness of breath with operative treatment. The SF-36 scores were similar for both groups. Further work is needed to identify those patients most likely to benefit from operative treatment of flail chest injuries. LEVEL OF EVIDENCE: Therapeutic Level I . See Instructions for Authors for a complete description of levels of evidence.

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)0.001
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 score0.149
Threshold uncertainty score0.305

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.000
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 head0.038
GPT teacher head0.319
Teacher spread0.281 · 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

Citations1
Published2025
Admission routes1
Has abstractyes

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