66 Trends in bronchiolitis emergency department visits in Ontario, 2004-2018: A population-based cohort study
Bibliographic record
Abstract
Abstract Background Bronchiolitis is the most common lower respiratory tract infection in children and places a significant burden on the health care system. There have been few population-based studies describing trends in emergency department (ED) rates over time. Objectives To estimate population-based rates and trends of bronchiolitis ED visits from 2004 to 2018 in Ontario, Canada. Design/Methods We conducted a population-based cohort study of all children less than 2 years of age from April 1, 2004 to March 31, 2018 using linked administrative data. Bronchiolitis hospital encounters were identified using ICD-10 discharge diagnosis codes. The primary outcome was bronchiolitis ED visit rate estimated per 1000 person-years. Secondary outcomes included ED visit rate by subgroups (age, gestational age, birth weight, comorbidity, rurality, and material deprivation), bronchiolitis hospitalizations per 100 bronchiolitis ED visits, bronchiolitis ED 14-day revisit rate (ED revisit or hospitalization per 100 ED visits), and mortality rate (in- and out-of-hospital deaths per 1000 person-years). Annual percent change (APC) was estimated using log-linear regression models to determine trends in outcomes. Results Of the 2,336,446 infants less than 2 years of age during the study period, 93,843 children (4.0%) had 115,116 bronchiolitis ED visits at 208 hospitals. Bronchiolitis accounted for an increasing percentage of all-cause ED visits, from 7,446 (3.4%) of 216,122 in 2004-2005 to 9,702 (4.2%) of 231,693 in 2017-2018 (APC 2.2%; 95% CI [1.2-3.2]). Bronchiolitis ED visits per 1000 person-years increased by 26.7% from 27.0 (95% CI, 26.4-27.7) in 2004-2005 to 34.2 (95% CI, 33.5-34.9) in 2017-18 (APC=2.6%; 95% CI [1.5-3.8], p<0.001). Subgroup specific rates similarly increased over the study period. Hospitalizations per 100 ED visits decreased from 51.8 (95% CI, 50.2-53.4) in 2004-2005 to 37.0 (95% CI, 35.8-38.2) in 2017-2018 (APC -2.6% [95% CI, -3.3 to -1.8], p<0.0001). Revisits after an ED encounter were stable, 14.0 (95% CI, 13.0-15.0) in 2004-2005 and 11.8 (95% CI, 11.1-12.6) per 100 ED visits in 2017-2018 (APC -0.3%, [95% CI, -1.3 to 0.7]; p=0.68), as was the mortality rate (Figure 1). Conclusion In a population-based study from 2004 to 2018, bronchiolitis ED use increased significantly. However, the bronchiolitis hospitalizations declined relative to ED visits, and the ED revisit and mortality rate remained stable, suggesting that illness severity did not increase. These findings indicate an increasing health services burden of bronchiolitis on EDs.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.004 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".