Allergic Contact Dermatitis to Components of Wearable Adhesive Health Devices
Bibliographic record
Abstract
Consumer use of wearable health devices has been rapidly increasing. Because of prolonged skin contact required, allergic contact dermatitis to components has been reported. Eczematous rash is the most common dermatologic adverse reaction to continuous glucose monitors, and rash from wearable activity trackers is commonly reported by consumers, suggesting that allergic contact dermatitis to wearable health devices may be vastly underreported. Acrylates, methacrylates, and colophonium are the most common allergens found on patch testing. Isobornyl acrylate has been identified as the primary allergen in many cases of allergic contact dermatitis to continuous glucose monitors. These chemicals are found in either the adhesives or the units themselves. Awareness of the presence of these chemicals in wearable devices may provide assistance for diagnostic patch testing in users who have dermatological reactions to the devices and hopefully guide dermatotoxicological evaluation guidance by government and industry.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.005 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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; 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".