Update on current approaches to diagnosis and treatment of onychomycosis
Bibliographic record
Abstract
INTRODUCTION: Onychomycosis is a chronic fungal infection of the nail bed, matrix or plate. It accounts for roughly 50% of all nail disease. As the prevalence of onychomycosis is increasing, a critical review of diagnostic techniques and treatment options is required. Areas covered: This review discusses the current diagnostic techniques associated with diagnosing onychomycosis, such as microscopy, culture, periodic acid Schiff stain (PAS) and polymerase chain reaction (PCR). Oral and topical therapies are also discussed, as well as, the utility of device-based treatments and combination therapy. Expert commentary: Culture for the diagnosis of onychomycosis is the gold standard; however, PCR is more sensitive and should be considered. In general, topical treatments are recommended for mild to moderate disease and oral treatments should be considered for moderate to severe disease. Combination therapy and device-based treatments may enhance cure rates, further study is required.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.010 | 0.003 |
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".