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Record W1834292452 · doi:10.1177/229255031101900408

Management of Pulmonary Hernia Through a Flail Segment in Closed Thoracic Trauma Using Open Reduction, Internal Fixation and Pectoralis Major Flap Reconstruction: A Case Report

2011· article· en· W1834292452 on OpenAlexvenueno aff
Steven T. Lanier, Meredith Wetterau, Eduardo Smith‐Singares, Thomas V. Bilfinger, James A. Vosswinkel, Marc J. Shapiro, Alexander B. Dagum

Bibliographic record

VenueCanadian Journal of Plastic Surgery · 2011
Typearticle
Languageen
FieldMedicine
TopicTrauma Management and Diagnosis
Canadian institutionsnot available
Fundersnot available
KeywordsFlail chestMedicineInternal fixationSurgeryReduction (mathematics)Fixation (population genetics)Mechanical ventilationLungAnesthesiaInternal medicine

Abstract

fetched live from OpenAlex

The present article reports on the successful management of a large flail chest with traumatic pulmonary herniation in a patient who could not be weaned from mechanical ventilation following a course of conservative management. Surgical intervention involved open reduction and internal fixation with tubular plates to stabilize the flail segment, followed by a pectoralis major myocutaneous flap to repair the chest wall defect. Following surgical intervention, the patient was able to be weaned from mechanical ventilation and showed remarkable improvement in pulmonary function parameters. To the authors' knowledge, the present report is the first to describe the use of open reduction and internal fixation of the chest wall and flap reconstruction to treat lung herniation with a flail chest segment.

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 score0.051
Threshold uncertainty score0.987

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
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 head0.097
GPT teacher head0.302
Teacher spread0.205 · 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

Citations5
Published2011
Admission routes1
Has abstractyes

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