Pathophysiology and Treatment of Hyperhidrosis
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
Primary focal hyperhidrosis is a disease of unknown cause with profuse perspiration of local sites (head, face, palms, soles of feet, and axillae) that adversely affects daily life. Guidelines have been proposed in the USA [<citeref rid="ref1">1</citeref>], Canada [<citeref rid="ref2">2</citeref>], and Japan [<citeref rid="ref3">3</citeref>]. The symptoms impair quality of life, with significant negative effects on daily existence and personal relationships. The current goal in medical practice for patients with hyperhidrosis is to provide guidance and encourage coping skills for a normal daily life, as well as give appropriate advice regarding treatment options. On occasion, in order to improve quality of life, it is necessary to recommend surgical therapy when conservative treatment fails; this requires an understanding of the mechanisms of available treatments and their effects. This paper reviews theories of primary focal hyperhidrosis with regard to pathology, epidemiology, and treatment.
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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.004 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 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 it