Lipomatous angiomyofibroblastoma: A 20-year literature review
Bibliographic record
Abstract
Lipomatous angiomyofibroblastoma (LAMF) is a rare superficial muco-cutaneous tumor of the female genital tract in women of reproductive age and early menopause. We report the case of a 36-year-old woman who presented with an asymptomatic 1 cm round vulvar mass. The tumor showed both hypercellular and hypocellular areas composed of spindle and epithelioid cells set in a loose fibromyxoid background. Anastomosing networks of small to medium sized dilated vessels, surrounded by condensed spindle cells, were distributed equally throughout the tumor. Mature adipocytes comprised more than half of the tumor's volume. The neoplastic cells were reactive for both desmin and vimentin and did not express CD34, smooth muscle actin, S100 protein and muscle-specific actin. Making the right diagnosis may be challenging to medical professionals as LAMF may mimic both clinically and histologically several other benign and malignant gynecological lesions. LAMF has a benign course without evidence of local recurrence or metastatic potential.
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 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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".