Early Detection and Impaired Quality of Life in COPD GOLD Stage 0: A Pilot Study
Bibliographic record
Abstract
This pilot study aimed to identify early stages of chronic obstructive pulmonary disease (COPD) in an urban population of smokers and ex-smokers using the Global Initiative for Chronic Obstructive Lung Disease (GOLD 2001, 2003) classification guidelines and to assess the impact of early disease on quality of life. Smokers and ex-smokers of >or= 10 pack years and age >or= 50 years were recruited. After an initial telephone interview, eligible subjects completed a clinical assessment, spirometry tests, and the St. George's Respiratory Questionnaire (SGRQ). A total of 244 subjects completed the study; 91 subjects (37%) were normal, 153 subjects (63%) met the criteria for GOLD stages 0 to III: 65 stage 0 (27%), 43 stage I (18%), 38 stage II (16%), 7 stage III (3%) and 0 in stage IV. The stage 0 patients were younger than any other COPD groups (p<0.0005), including normal subjects (55.5+/-5.4 years vs. 59.6+/-7.2 years; p=0.0005). The frequency of current smoking in stage 0 patients was greater than those in the normal category (80% vs. 33%; p<0.0001). There were significant impairments in quality of life measures between normal subjects and all GOLD stages (SGRQ total scores; p<0.0001) except for stage I (SGRQ total scores; p=0.1409). Subjects with COPD at GOLD stage 0 were markedly under-diagnosed. These subjects had a significant impairment in their health-related quality of life measures, were younger than other categories, and were mostly current smokers. Thus, detection of COPD at GOLD stage 0 may provide a unique opportunity for early intervention and smoking cessation and the removal of GOLD stage 0 from the 2006 update should be re-assessed.
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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".