Benefit–Harm Analysis of Earlier Initiation of Triple Therapy for Prevention of Acute Exacerbation in Patients with COPD
Bibliographic record
Abstract
Reducing the risk of exacerbation is a fundamental goal in managing stable COPD. Guidelines recommend triple therapy (inhaled corticosteroids, long-acting muscarinic antagonists, and long-acting beta-agonists [ICS/LAMA/LABA]) only as a step-up from dual therapy (LAMA/LABA) for patients at continued high risk of exacerbation, due to the trade-off of an increased risk of pneumonia associated with ICS-containing therapies. However, there is little evidence on the optimum timing of initiating triple therapy. To perform a benefit-harm analysis to evaluate the net benefit of earlier initiation of triple therapy for the prevention of acute exacerbations in patients with COPD, compared to standard timing recommended in current guidelines. We used a validated whole disease microsimulation model of COPD in the Canadian general population aged ≥40 years to determine the benefit-harm of earlier initiation of triple therapy over a 20-year time horizon, compared to standard care. We assessed net change in quality-adjusted life-years (QALYs) from the reduction in risk of acute exacerbations and the increased risk of treatment-related pneumonia in subgroups of patients with COPD defined by exacerbation history, symptoms, and disease severity. Model parameters were determined from clinical trials and other published literature. Key parameters were varied in one-way sensitivity analysis. In patients at high risk of acute exacerbation (54.7% female, mean age 74.0, 68% GOLD grade I-II), earlier initiation of triple therapy was associated with a net QALY gain of 4.8 per 100 COPD patients over 20 years, compared to standard care. The net QALY gain increased to 5.9 per 100 patients in the subgroup of patients with a high symptom burden (mMRC>1). Earlier initiation remained net beneficial in all subgroup and sensitivity analysis scenarios. Modeling suggests that earlier initiation of triple therapy is likely to be net beneficial for patients at high risk of acute exacerbation, with an even greater benefit to patients with a high symptom burden. Further clinical research is needed to verify these findings in empirical studies.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.007 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".