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Record W3127198032 · doi:10.1080/15412555.2021.1877649

Comparative Effectiveness of Initial LAMA versus LABA in COPD: Real-World Cohort Study

2021· article· en· W3127198032 on OpenAlexafffund
Samy Suissa, Sophie Dell’Aniello, Pierre Ernst

Bibliographic record

VenueCOPD Journal of Chronic Obstructive Pulmonary Disease · 2021
Typearticle
Languageen
FieldMedicine
TopicChronic Obstructive Pulmonary Disease (COPD) Research
Canadian institutionsMcGill UniversityJewish General Hospital
FundersCanadian Institutes of Health Research
KeywordsLamaMedicineExacerbationBronchodilatorCOPDHazard ratioInternal medicineIncidence (geometry)CohortObstructive lung diseaseProportional hazards modelAsthmaConfidence interval

Abstract

fetched live from OpenAlex

The Global Initiative for Chronic Obstructive Lung Disease (GOLD) recommendations for the initial bronchodilator to use in newly diagnosed chronic obstructive pulmonary disease (COPD) are based on trials of patients with longstanding disease and treatment. We compared the real world effectiveness of initial treatment with long-acting muscarinic agents (LAMA) versus long-acting beta2-agonists (LABA) on the incidence of exacerbations in newly diagnosed patients. We identified a cohort of patients with COPD, new users of a LAMA or LABA (not combined with an inhaled corticosteroid (ICS)) during 2002–2018, age 50 or older, from the UK’s CPRD database, and followed for one year. The hazard ratio (HR) of exacerbation estimated using the Cox regression model, weighted by fine stratification of propensity scores. The cohort included 40,538 initiators of LAMA and 10,680 of LABA. The adjusted hazard ratio (HR) of a first moderate or severe exacerbation comparing LAMA with LABA initiation was 0.96 (95% CI: 0.90–1.02), while for severe exacerbation it was 0.92 (95% CI: 0.75–1.12). The incidence of exacerbation on LAMA was significantly lower than on LABA (HR 0.88; 95% CI: 0.80–0.96) among patients with a prior exacerbation, and the HR of exacerbation increased with percent predicted FEV1. This study in the real world clinical setting of COPD treatment found that using a LAMA or a LABA (no ICS) as the initial bronchodilator is generally as effective at reducing exacerbation incidence and frequency. However, a LAMA may be more effective in patients with prior exacerbations, which supports the GOLD recommendations for newly diagnosed COPD. The role of airway obstruction on the effectiveness of bronchodilators warrants further investigation.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.060
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0010.002
Science and technology studies0.0000.001
Scholarly communication0.0000.001
Open science0.0010.000
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 head0.030
GPT teacher head0.363
Teacher spread0.333 · 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 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

Citations15
Published2021
Admission routes2
Has abstractyes

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