Patient and Healthcare Provider Perspectives on Disease Burden of Seborrheic Dermatitis in the United States: Results from a National Survey
Bibliographic record
Abstract
INTRODUCTION: Seborrheic dermatitis (SD) is a common, chronic inflammatory skin disease, but the physical and emotional burden of patients with SD experience has not been well characterized. METHODS: The Harris Poll conducted online surveys of US patients and healthcare providers (HCPs) from December 2021 to January 2022. RESULTS: Almost half of patients reported that SD negatively impacts their emotional and physical well-being "a lot/a great deal"; HCPs underestimate the level of impact on patients. Most patients with SD reported a significant mental health impact, including anxiety, depression, anxiety about interacting with other people, and isolation. Two-thirds of patients said they did not know anyone else who had been diagnosed with SD, and even after diagnosis, less than half of patients still said they did not know anyone else with SD. Nearly all patients and HCPs agreed that it was challenging to hide SD symptoms, and most patients felt embarrassed when people commented on their SD symptoms. Most patients agreed that they would be further along in their career if they did not have SD, and SD symptoms made them less confident at work and less likely to want to interact with people at work. Almost half of patients reported ever missing work as a result of SD symptoms. CONCLUSION: These insights emphasize the physical and emotional patient burden associated with SD, impacting all aspects of patients' lives. Graphical abstract available for this article.
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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".