Importance of distinguishing between asthma and chronic obstructive pulmonary disease in primary care
Bibliographic record
Abstract
OBJECTIVE: To facilitate distinction between asthma and chronic obstructive pulmonary disease (COPD) in day-to-day primary care practice, and provide practical treatment strategies using spirometric cases to outline how to recognize the clinical and spirometric overlap between asthma and COPD. SOURCES OF INFORMATION: The approaches described here were developed using evidence-based guidelines and the expertise of the authors, including research findings by the authors in the areas of asthma, COPD management, and spirometric testing in primary care. MAIN MESSAGE: There are patients with clinical or spirometric features of both asthma and COPD. Both asthma and COPD are associated with some degree of inflammation of the respiratory tract, mediated by the increased expression of inflammatory proteins. However, there are clear differences between asthma and COPD in the pattern of inflammation that occurs in the lungs. Diagnostic confusion between COPD and asthma is most likely to arise in older patients with respiratory complaints, particularly against a background that includes cigarette smoke or workplace exposure. Both asthma and COPD are clinical diagnoses based on patient history, symptoms, physical examination findings, and objective measures of lung function. Postbronchodilator spirometry is always needed to confirm a new diagnosis of COPD and should also be performed prebronchodilator for the diagnosis of asthma. However, in many cases, the interpretation of spirometry results is not straightforward. CONCLUSION: Understanding the nature and extent of the spirometric overlap between asthma and COPD is critical for tailoring a therapeutic strategy that is based on factors that include medical and family history, signs and symptoms, and a clear interpretation of spirometry data. This information will be leveraged differently for individual patients to arrive at the correct clinical diagnosis and to select the most appropriate therapy.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.026 | 0.138 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.004 | 0.003 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.007 | 0.008 |
| Open science | 0.002 | 0.005 |
| Research integrity | 0.006 | 0.007 |
| Insufficient payload (model declined to judge) | 0.004 | 0.002 |
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 source (direct Gemma or distilled Codex), 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".