Bibliographic record
Abstract
BACKGROUND: Lichen planopilaris (LPP) is a type of primary scarring alopecia. The pathogenesis is poorly understood, although traumatic skin injury has been implicated in some cases. OBJECTIVE: To present 17 patients diagnosed with LPP after hair transplant surgery. MATERIALS AND METHODS: A retrospective review of the records of patients referred for evaluation of suboptimal growth after hair transplantation and diagnosed with LPP. Patients' scalps were evaluated using dermoscopy, and scalp biopsies were performed in all patients to confirm the diagnosis of LPP. DISCUSSION: Seventeen patients (15 male, 2 female) were diagnosed with LPP after hair transplant surgery. The timing of disease occurrence was variable--4 to 36 months after hair transplantation. The most common symptom was itching. Perifollicular erythema or perifollicular scale, the classical dermatoscopic signs of LPP,was present in 12 patients (70%). CONCLUSION: These data provide further support for an association between hair transplant surgery and the development of LPP. Traumatic skin injury from recipient site creation may be relevant to the pathogenesis. The incidence of this phenomenon and risk factors remain to be clarified.
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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 | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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".