Assessment and management of chronic obstructive pulmonary disease in the emergency department and beyond
Bibliographic record
Abstract
Acute exacerbations of chronic obstructive pulmonary disease (AECOPDs) are common, can result in emergency department presentation and often result in hospitalization. After confirming the diagnosis and treating comorbidities, management of severe AECOPD includes bronchodilators, systemic corticosteroids, antibiotics, noninvasive ventilation and, occasionally, endotracheal intubation. Once discharged, delayed follow-up and suboptimal management often occurs. Antibiotics, systemic corticosteroids and optimization of nonpharmacological interventions (e.g., smoking cessation, immunization and pulmonary rehabilitation) are important discharge considerations. Improving linkages to primary providers who adhere to management involving a pharmacological and nonpharmacological evidence-based treatment plan is critical to preventing future AECOPDs, reducing healthcare utilization and maintaining the quality of life of patients following an AECOPD.
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 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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.003 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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".