Single-Use Detergent Sacs
Bibliographic record
Abstract
BACKGROUND: Single-use detergent sacs (SUDS) are widely used in North America and Europe with emerging literature on their toxicity. This is the first Canadian multicenter study aimed to quantify and compare SUDS exposures to traditional detergent exposures. METHODS: A retrospective review of the Canadian Hospitals Injury Reporting and Prevention Program databases was conducted at the Hospital for Sick Children in Toronto, Alberta Children's Hospital in Calgary and the Stollery Children's Hospital in Edmonton. All exposures presenting to these 3 centers between 2009 and 2014 were identified, a case form was completed, and data were analyzed. RESULTS: Forty cases of SUDS exposure were identified alongside 35 cases of traditional detergent exposure during the study period resulting in an incidence of 3.16 SUDS exposures per million children per year presenting to tertiary pediatric emergency departments (EDs). In contrast, traditional detergent exposures had an incidence of 2.78 exposures per million children per year presenting to tertiary pediatric EDs over the study period. Although there was no change in incidence of exposure to traditional detergent over the study period, there was an increase in the incidence of SUDS exposures from 2010 to 2013, with a decrease seen in 2014. There was no significant difference seen in age, sex, location of exposure, transportation to hospital, morbidity, or mortality associated with SUDS exposures compared with traditional detergent exposure. Although not statistically more likely to cause long-term complications, SUDS-exposed children required more follow-up visits to health care providers than traditional detergents. CONCLUSIONS: This multicenter study is the first to establish the incidence of SUDS and traditional detergent exposure in 3 Canadian cities. Overall, the frequency of exposure to detergents-both traditional and SUDS-is very low. Given the increase in SUDS exposure seen from 2011 to 2013, alongside larger sales of SUDS, continued efforts are required to monitor exposures, and reduce potential exposures to SUDS and traditional detergents in the future.
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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 | 0.000 | 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) | 0.003 | 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".