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Diagnostic yield of flexible bronchoscopy and bronchoalveolar lavage in children with chronic cough.

2024· article· en· W4404091049 on OpenAlexaff
Fiona Kritzinger, Lisa Avery

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldMedicine
TopicRespiratory and Cough-Related Research
Canadian institutionsUniversity Health NetworkHospital for Sick Children
Fundersnot available
KeywordsBronchoalveolar lavageChronic coughMedicineBronchoscopyFlexible bronchoscopyYield (engineering)PathologyRadiologyInternal medicineAsthmaLungMaterials science

Abstract

fetched live from OpenAlex

Introduction: Chronic cough is defined as a daily cough lasting more than 4 weeks. Flexible bronchoscopy (FB) with bronchoalveolar lavage (BAL) allows for detailed airway assessment, BAL fluid analysis and microbiological studies. It is recommended in the current diagnostic pathway for unexplained chronic cough. Objectives: This study aimed to describe clinical features, FB and BAL findings in children with chronic cough. Methods: Retrospective review of children who underwent FB and BAL for chronic cough or a history of more than 3 episodes of chronic wet cough in a single centre in South Africa between 2015 to 2021. Results: 77 patients (mean age 5.1) were included. 21 (27%) patients had more than 3 episodes of chronic cough in 12 months. Clinical features included wet cough (83%), wheeze (61%), atopy (16%) and chronic inhaled corticosteroid use (60%). 20 (26%) patients had lower airway anatomical abnormalities. 57% and 16% had an increased neutrophil and eosinophil % in BAL fluid (BALf) respectively. In 45% at least one bacteria was isolated and 37% had at least one positive viral PCR. The most common bacteria were H. influenzae (26%), S. pneumoniae (10%) and M. catarrhalis (8%). Mycobacterial cultures were negative. The BALf neutrophil % was correlated with a positive bacterial culture (p=0.002). Eosinophilic inflammation in BALf was associated with blood eosinophilia (p=0.044). Conclusion: Flexible bronchoscopy identified an anatomical airway abnormality in a quarter of all patients. A BALf neutrophil percentage >5% is strongly correlated with bacterial infection. These findings support the current guidelines for the role of flexible bronchoscopy and BAL in chronic cough.

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)0.009
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 score0.005
Threshold uncertainty score0.009

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.009
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.001
Science and technology studies0.0000.000
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 head0.012
GPT teacher head0.284
Teacher spread0.272 · 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
Published2024
Admission routes1
Has abstractyes

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