“At First I Couldn’t Catch My Breath”: Process and Strategies for Managing Chronic Obstructive Pulmonary Disease
Bibliographic record
Abstract
In this article, we describe the process and strategies that study participants living with chronic obstructive pulmonary disease in central Canada utilized to manage and live well with their illness and its associated symptoms. Drawing on interpretive phenomenology, we interviewed eight participants three times, followed by a member checking focus group and individual interviews. We analyzed interview transcripts using detailed line by line analysis. Our findings suggest participants engaged in a challenging process of recognizing that changes had occurred and then coming to terms with these changes by acknowledging the severity of their condition and the resulting limitations. Then, participants drew upon several strategies to minimize feelings of breathlessness, including taking care of themselves, managing risk, and altering behavior. Participants acknowledged the challenges inherent to this process, yet described how they were able to live well with chronic obstructive pulmonary disease through their adaptations.
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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 | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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) | 0.000 | 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".