Chronic Hand Eczema, Real World, and Patient Centricity: A Narrative Review
Bibliographic record
Abstract
Chronic hand eczema is a multifactorial, fluctuating, inflammatory skin disease of the hands and wrists, defined as hand eczema that persists for at least 3 months or recurs at least twice within 1 year. Chronic hand eczema is heterogeneous in nature with different clinical manifestations. This chronic condition can significantly impact daily activities and health-related quality of life for patients, including notable physical, psychosocial, occupational, and socioeconomic burdens. However, awareness of the disease and the patient experience remains poor. This review aims to improve understanding of chronic hand eczema in the context of its underlying pathogenesis, clinical subtypes and presentation, and risk factors. Additionally, an overview of the patient experience of the disease, including health-related quality of life and socioeconomic implications, is provided. Improved understanding of chronic hand eczema will support optimal patient care by empowering healthcare providers to more quickly and correctly diagnose this disease with high unmet treatment needs and subsequently offer appropriate holistic care.
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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 | 0.001 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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".