Triggers, clinical manifestations and assessment of paediatric fixed drug eruptions: A systematic review of the literature
Bibliographic record
Abstract
Fixed drug eruption (FDE) is a cutaneous drug reaction characterised by recurrent skin lesions occurring at the same site after each exposure to a causative agent. There is currently limited evidence in the paediatric population. The objective of this systematic review is to investigate the clinical features, causative agents and management of paediatric FDE. A systematic search of the English and French literature on paediatric FDE was conducted using the Medline and Embase databases. After full-text article review, 92 articles were included, representing a total of 233 patients. Antibiotics were the most frequent triggering agents, mainly sulfonamides (65.0% of antibiotics). Systemic symptoms were rare, and most patients only received supportive therapy. One hundred and six patients (106) performed a test to confirm the causative agent. Of these, 72.6% had oral provocation tests (OPTs) and 28.3% had patch tests. The patient's age, presence of bullous lesions and mucosal lesions were similar between tested and untested patients. It did not seem to influence the decision to perform OPTs. Paediatric FDE is a non-severe skin drug reaction. Antibiotics were the most reported triggering agents. Drug testing, including oral provocation test, was safely performed in the paediatric population.
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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 | 0.002 | 0.008 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.003 | 0.003 |
| Bibliometrics | 0.007 | 0.008 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 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 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".