An Exploratory Study of Health-related Quality of Life and Care Experiences in Older Adults with Inflammatory Bowel Disease
Bibliographic record
Abstract
Canada has one of the highest rates of inflammatory bowel disease (IBD), with older adults as the fastest-growing group of individuals affected. This exploratory mixed methods study aimed to understand perceived health-related quality of life and care experiences in older adults with IBD. Participants greater than 60 years of age, who were diagnosed with IBD, and who lived in Saskatchewan, Canada were invited to participate in both an online survey and telephone interview. Seventy-three respondents completed the survey, and 18 participants were interviewed. Most individuals were diagnosed before age 60, believed their IBD was well controlled, believed their current treatment was useful, and were satisfied with their care. Individuals also reported a moderate health-related quality of life. However, collaborative management of IBD care between providers and older adults with IBD was identified as an area with room for improvement. Strategies to enhance disease self-management and engaged chronic illness care are critical.
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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 | 0.003 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 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 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".