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Record W4412804428 · doi:10.1186/s13223-025-00971-6

2024 CSACI Annual Scientific Meeting Book of Abstracts

2025· article· en· W4412804428 on OpenAlexfundvenueaboutno aff

Bibliographic record

VenueAllergy Asthma and Clinical Immunology · 2025
Typearticle
Languageen
FieldDecision Sciences
TopicAcademic Publishing and Open Access
Canadian institutionsnot available
FundersCentre hospitalier universitaire Sainte-JustineHospital for Sick ChildrenUniversité de MontréalMcGill University Health CentreChildren’s Hospital of Wisconsin Research InstituteUniversity of TorontoBC Children's HospitalFood Allergy CanadaMcMaster UniversityCumming School of Medicine, University of CalgaryMcGill University
KeywordsLibrary scienceComputer science

Abstract

fetched live from OpenAlex

Background: Chronic rhinosinusitis with nasal polyps (CRSwNP) is associated with significant disease burden.Oral corticosteroids (OCS) are frequently used to treat CRSwNP; however, OCS therapy is associated with increased risk of adverse events.Biologics are an effective option in managing CRSwNP and reducing need for OCS, yet OCS use prior to biologic initiation is poorly characterized.Therefore, this study aimed to describe patterns of OCS use among patients with CRSwNP in Canada prior to biologic use.Methods: This retrospective, real-world study leveraged IQVIA's Private Drug Plan claims database.Patients with CRSwNP (diagnosis inferred on longitudinal claims data) 24 months prior to biologic treatment initiation (index) between August 2020 and November 2023 were selected.OCS use and overexposure (total yearly dose of OCS 1,000 mg [maximum recommended total lifetime cumulative dose]) in the 24 months pre-index (analysis period) were described using mean ( standard deviation [SD]).Results: Overall, 747 patients were included; mean (SD) age was 51 ( 13) years, 48% were female.Over the 24-month analysis period, 81% of patients had 1 claim for OCS (mean [SD] 4.0 [5.0] claims per patient).Among those with known prescribers, OCS was prescribed by 1, 2 or 3 physician specialties in 62%, 31% and 7% of patients, respectively.Of those with 1 claim for OCS, mean (SD) dose per patient was 32 ( 17) mg/day; mean (SD) treatment duration was 77 ( 132) days.In total, 28% of patients had OCS overexposure 12-24 months pre-index, which increased to 39% in the 12 months pre-index.Conclusions: Prior to biologic initiation, 39% of patients with CRSwNP were overexposed to OCS and mean OCS treatment duration reached almost 3 months.Earlier consideration of escalated therapy, adherence to prescribed therapies, and improved communication amongst physicians and patients could reduce risk of OCS overexposure and improve patient care.

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)0.008
metaresearch head score (Gemma)0.013
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.438
Threshold uncertainty score0.995

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0080.013
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0000.001
Scholarly communication0.0000.001
Open science0.0020.001
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 head0.048
GPT teacher head0.416
Teacher spread0.368 · 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.

Study designNot applicable
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
Published2025
Admission routes3
Has abstractyes

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