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Record W4404614350 · doi:10.1002/ppul.27412

Therapies Used by Children With Primary Ciliary Dyskinesia: A Natural History Study

2024· article· en· W4404614350 on OpenAlexaffabout
Robert A. Gardner, Thomas Ferkol, Stephanie D. Davis, Margaret Rosenfeld, Scott D. Sagel, Sharon Dell, Carlos Milla, Lang Li, Feng‐Chang Lin, Kelli M. Sullivan, Maimoona A. Zariwala, Michael R. Knowles, Margaret W. Leigh

Bibliographic record

VenuePediatric Pulmonology · 2024
Typearticle
Languageen
FieldMedicine
TopicCystic Fibrosis Research Advances
Canadian institutionsUniversity of British Columbia
FundersNational Center for Advancing Translational SciencesNational Human Genome Research InstituteYale UniversityNational Institutes of HealthRare Diseases Clinical Research NetworkNational Heart, Lung, and Blood InstituteGeorgia Clinical and Translational Science Alliance
KeywordsMedicineAzithromycinPrimary ciliary dyskinesiaInternal medicineObservational studyAntibioticsPediatricsAmoxicillinBronchiectasis

Abstract

fetched live from OpenAlex

INTRODUCTION: Primary ciliary dyskinesia (PCD) management has not been systematically evaluated and is largely empirical. METHODS: Pediatric participants with PCD were enrolled in a prospective, longitudinal, multicenter, observational study. Therapies were recorded at annual visits and categorized by type. Age-related trends in prevalence of therapies were described by serial cross-sectional analyses. Generalized estimating equations analyzed covariates affecting prevalence of certain therapies and whether these covariates impacted oral antibiotic courses. RESULTS: A total of 137 participants completed 897 visits over 13 years. All but one received ≥ 1 antibiotic courses during study participation, most often cephalosporins (74%) or amoxicillin-clavulanate (73%). Thirty-one percent reported chronic azithromycin use. Per participant, there was an average of 2.3 (SD = 2.2) oral antibiotic courses annually. The rate of reported antibiotic courses at the 6 United States sites was 2.6 times higher compared to the Canadian site (p < 0.001). As patients got older, they were more likely to report use of amoxicillin-clavulanate (p < 0.001), chronic azithromycin (p < 0.001), fluroquinolones (p < 0.001), inhaled steroids with long-acting beta-agonists (p = 0.010), and hypertonic saline (p < 0.001). Compared to outer dynein arm defects, those with inner dynein arm/microtubular disorganization defects reported increased use of chronic azithromycin (p = 0.011) and inhaled steroids (p = 0.015). DISCUSSION: Older participants and those with inner dynein arm/microtubular disorganization defects reported more therapies likely due to disease progression and more severe phenotypes, respectively. We report that a wide range of therapies are used in PCD without disease-specific studies defining benefits and risks.

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)0.002
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 score0.007
Threshold uncertainty score0.015

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0000.001
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 head0.009
GPT teacher head0.258
Teacher spread0.249 · 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

Citations6
Published2024
Admission routes2
Has abstractyes

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