Bibliographic record
Abstract
Ciclopirox 8% nail lacquer has recently been approved by the US Food and Drug Administration (FDA) for the management of mild-to-moderate dermatophytic onychomycosis not involving the lunula. Previously, the agents that were approved for the treatment of dermatophytic pedal onychomycosis--griseofulvin, itraconazole, and terbinafine--were administered orally. When ciclopirox nail lacquer is used, it is recommended that the infected nail undergo debridement by a health-care professional as frequently as monthly. It is important to be aware of the circumstances under which debridement of the mycotic nail may be considered medically necessary and therefore potentially eligible for reimbursement by third-party payers. For many nail presentations, nail debridement is an important component of a treatment protocol involving either the oral medications or the topical lacquer, as it serves to reduce the fungal load and ameliorate symptoms. With the availability of a new FDA-approved topical treatment alternative, it remains to be seen if podiatrists will embrace the definitive treatment of onychomycosis using the newer oral agents, the new nail lacquer, or both in combination with nail debridement to treat the disease.
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 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 | 0.004 |
| 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 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.007 | 0.001 |
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".