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Record W4401816103 · doi:10.14740/jmc4267

Conservative Treatment of Empyema Formation Following Intrathoracic Rib Fixation With Antibiotics and Tissue Plasminogen Activator/Dornase

2024· article· en· W4401816103 on OpenAlexvenueno aff
Aldin Malkoc, Lana Mamoun, Kendall Vignaroli, Harpreet Gill, Amira Barmanwalla, Alexander T Phan, Amanda Daoud, Alexandra Nguyen, Brandon Woodward

Bibliographic record

VenueJournal of Medical Cases · 2024
Typearticle
Languageen
FieldMedicine
TopicTrauma Management and Diagnosis
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineEmpyemaTissue plasminogen activatorAntibioticsSurgeryFixation (population genetics)MicrobiologyInternal medicine

Abstract

fetched live from OpenAlex

Rib plating is a recommended intervention for patients with multiple rib fractures or flail chest to improve shortness of breath, significantly reduce pain, and shorten the length of hospital stay. Here, we report a unique and extremely rare finding in a patient with empyema following intrathoracic rib fixation. A 32-year-old male with a history of alcohol use disorder presented to the emergency department trauma bay after a motor vehicle accident. Computed tomography (CT) showed right hemopneumothorax and fourth to ninth rib fractures with displacement. The right fifth and sixth ribs were then plated using a titanium RibFix bridge, implanted intrathoracically along the posterior surface of the ribs. On postoperative day 11, the patient developed an empyema and a CT-guided drainage catheter was placed into the collection. The patient was given a 3-day course of tissue plasminogen activator (tPA) and DNase for the treatment of his empyema. On postoperative day 15, a repeat CT scan demonstrated significant improvement in the empyema with evidence of abscess resolution. Antibiotics were discontinued after a total of 7 days and the patient was discharged on postoperative day 20. This case report contributes information to the management of complications in intrathoracic rib fixation.

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 machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Case report · Consensus signal: Case report
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.002
Threshold uncertainty score0.005

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.000
Science and technology studies0.0010.001
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.001

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 head0.044
GPT teacher head0.347
Teacher spread0.303 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designCase report
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
Published2024
Admission routes1
Has abstractyes

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