The health and resource utilization of Canadians with chronic rhinosinusitis
Bibliographic record
Abstract
OBJECTIVES: To determine the impact of chronic rhinosinusitis (CRS) on the physical and mental health and health-resource utilization of Canadians. STUDY DESIGN: Cross-sectional. METHODS: Data from the detailed health portion of cycle 3 (1998-1999) of the National Population Health Survey (NPHS), which involved 17,000 Canadians, were used to evaluate Canadians with self-reported CRS. RESULTS: NPHS data confirmed lower mental and physical health, with CRS sufferers being almost three times more likely to report their health as poor (4.6% vs. 1.7%). Health Utility Index data identified a significant decline in the mental health of patients with CRS, which was associated with more depression (8.4% vs. 4.1%), more antidepressant use (9.1% vs. 4.6%), and more visits to mental-health professionals (11.8% vs. 7.0%). CONCLUSIONS: CRS significantly affects both physical and mental health. The mental impact of CRS remains largely unrecognized and should be of greater focus during patient care and in further research.
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 | 0.000 | 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".