Allergens in Medical Hand Skin Cleansers
Bibliographic record
Abstract
Health care workers may be at risk of occupational allergic contact dermatitis because of their frequent exposure to medical hand skin cleansers. We identified American Contact Dermatitis Society Core 80 Allergens found in medical hand skin cleansers (waterless skin soaps, water-needed skin soaps, and skin disinfectants) in the United States and developed a list of "low-allergen" medical hand skin cleansers. Waterless skin soaps most commonly contained fragrance, tocopherol, and sodium benzoate. Top allergens in water-needed skin soaps included fragrance, chloroxylenol, propylene glycol, and cocamidopropyl betaine. The most common allergens identified in skin disinfectants were chlorhexidine, cocamide diethanolamine, and fragrance. We identified 11 waterless skin soaps that were free of American Contact Dermatitis Society Core 80 Allergens. Low-allergen products were also identified for water-needed skin soaps (2 products) and skin disinfectants (4 products). This information is accurate as of the date of publication; product availability and ingredients may change over time.
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 | 0.000 | 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) | 0.008 | 0.001 |
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; both teacher heads agree on what is shown here.
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".