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Record W1793663879

The use of non-invasive ventilation in paediatric lung transplantation

2012· article· en· W1793663879 on OpenAlexaff
Surendran Thavagnanam, Hartmut Grasemann, Melinda Solomon, Indra Narang

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldMedicine
TopicRespiratory Support and Mechanisms
Canadian institutionsHospital for Sick Children
Fundersnot available
KeywordsMedicinePositive airway pressureHypoventilationPolysomnographyCardiorespiratory fitnessLung transplantationAnesthesiaVentilation (architecture)TransplantationCardiologyInternal medicineRespiratory systemApneaObstructive sleep apnea
DOInot available

Abstract

fetched live from OpenAlex

Introduction: Progressive deterioration in paediatric patients (pts) with end-stage lung disease may result in diurnal hypoventilation. There are paucity of data describing polysomnography (PSG) & the benefits of Bilevel Positive Airway Pressure (BiPAP) therapy in these children. Aim: To evaluate cardiorespiratory data & gas exchange using PSG in children awaiting lung transplantation (LTx) prior to & after BIPAP therapy. Methods: Retrospective review of PSGs on these patients between 2005 & 2012 was performed. Change in cardiorespiratory parameters during PSG following BiPAP initiation was assessed & analysed using a paired t-test. Results: Of the 31 pts identified, 24 underwent LTx & 7 were on a wait list (WL). 13 were male pts with mean age of 12 years (9 to 15). 9 LTX and 3 WL pts had PSGs & 10 pts were on supplemental oxygen. 9 pts had cystic fibrosis, 2 had interstitial lung disease & 1 had pulmonary venous occlusive disease (PVOD). 10 pts had evidence of nocturnal hypoventilation in the absence of obstructive or central apneas & were initiated on BIPAP. After titration of BiPAP to optimal settings, there was a significant increase in mean SaO2 [91% (SD 2.4) to 96% (SD 0.9),p=0.0001], decrease in heart rate [111 (SD 18.3) to 96 (SD 15) beats per minute, p=0.02], respiratory rate [35 (SD 5) to 28 (SD 6) breaths per minute, p=0.003] and transcutaneous carbon dioxide recordings [74 (SD17) to 67 (SD 14) mmHg, p=0.006] from baseline. Conclusion: All pts had significant nocturnal hypoventilation with improved clinical parameters & gas exchange abnormalities following BiPAP. Further research is needed to assess the role of PSG & BIPAP therapy as a bridge to transplant in children with severe chronic lung disease.

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)0.001
metaresearch head score (Gemma)0.004
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.001
Threshold uncertainty score0.005

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.037
GPT teacher head0.280
Teacher spread0.243 · 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 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
Published2012
Admission routes1
Has abstractyes

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