SENSITIVE SKIN: A NEW ENTITY PERSPECTIVE
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Abstract: The phenomenon of “sensitive skin” is a relatively recent terminology in certain populations reporting sensory complaints that are more intense and more frequent than the normal population, especially after using cosmetic products. The incidence of sensitive skin is increasing along with the rapid widespread of skin care products availability. Various studies have been conducted but the pathophysiology of sensitive skin is still unclear. Physiological changes in sensitive skin are influenced by two main factors such as dysfunction in skin barrier and neurosensory. There are various quantitative sensory tests that can be done to determine skin sensitivity. Until now, there is no guideline for treating sensitive skin. Contributing factors, quantitative sensory tests, relation to skin diseases, and managements will be discussed in this literature review.Keywords: Dysfunction; Neurosensory; Sensitive skin; Skin barrier
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.
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 | 0.001 | 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) | 0.001 | 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 it