Allergic Contact Dermatitis, an Important Skin Reaction in Diabetes Device Users: A Systematic Review
Bibliographic record
Abstract
ABSTRACT: Diabetes management has undergone many advances over the years, including the introduction of devices that allow patients to monitor blood glucose and administer insulin. Although these devices have improved patients' quality of life, they are associated with adverse reactions.A systematic literature search was performed up to May 2020 in PubMed, Cochrane, and Embase databases, with no temporal restrictions. Articles were screened by title, abstract, and full text as needed. A manual search among the references of the included articles was also performed.Two hundred sixty-five articles were identified, and 50 studies met inclusion criteria. Several cases of allergic contact dermatitis due to the use of insulin infusion systems and blood glucose monitoring have been reported. Acrylates, methacrylates, and colophonium, as well as, in particular, isobornyl acrylate, represent the main allergens responsible.Skin reactions, in particular allergic contact dermatitis, are a very common adverse event caused by insulin pumps and glucose sensors, which may lead to discontinue the usage of these devices with serious consequences for the patients. Collaboration between specialists, specifically between dermatologists and diabetologists, with patients and manufacturers is essential for the correct management of diabetes devices and potential related skin reactions.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".