Prevalence and incidence of hand eczema in healthcare workers: protocol for a systematic review and meta-analysis
Bibliographic record
Abstract
INTRODUCTION: Healthcare workers (HCWs) constitute a high-risk group for developing occupational hand eczema (HE). The present systematic review and meta-analysis will compile and appraise evidence regarding prevalence and incidence of HE in HCWs. METHODS AND ANALYSIS: Systematic searches will be performed in three electronic literature databases (PubMed/Medline, Web of Science-Core Collection and Embase). Further references will be retrieved by a manual search of included studies' reference lists using snowballing techniques. We will include experimental studies, observational studies, survey-based studies and clinical studies (publications in English, French and German from 2000 onwards) reporting on certified and apprentice HCWs, who actively work in the job. We will look at the following outcomes: Prevalence and incidence of clinically assessed as well as self-reported HE in the style of the Nordic Occupational Skin Questionnaire-2002; HE severity (measured by eg, Hand Eczema Severity Index, Osnabrück Hand Eczema Severity Index, Physician Global Assessment or other validated instruments as well as self-reported or by using undefined categories such as 'mild', 'moderate' or 'severe'); clinically assessed (eg, clinical diagnosis, UK Working Party's diagnostic criteria, Hanifin and Rajka diagnostic criteria for atopic dermatitis (AD)) and self-reported AD. We will assess the risk of bias within studies using detailed criteria according to the Newcastle-Ottawa Scale. As we expect heterogeneity in methods and outcomes, we will conduct sensitivity analyses. A narrative synthesis of results instead of a meta-analysis will be done in case that quantitative pooling is not feasible. ETHICS AND DISSEMINATION: Ethical approval and patient consent are not required as this work is based on published studies. The results will be published in an international, peer-reviewed journal. PROSPERO REGISTRATION NUMBER: CRD42022303044.
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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 | 0.063 | 0.074 |
| Meta-epidemiology (narrow) | 0.007 | 0.005 |
| Meta-epidemiology (broad) | 0.026 | 0.037 |
| Bibliometrics | 0.011 | 0.011 |
| Science and technology studies | 0.003 | 0.003 |
| Scholarly communication | 0.007 | 0.006 |
| Open science | 0.005 | 0.005 |
| Research integrity | 0.006 | 0.006 |
| Insufficient payload (model declined to judge) | 0.055 | 0.005 |
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".