Bibliographic record
Abstract
Plexiform fibrohistiocytic tumor is a rare mesenchymal neoplasm of intermediate malignancy, first reported by Enzinger and Zhang in 1988. It has a predilection for children and young adults but can occur at any age. The tumor usually involves the upper limbs as a slow-growing, painless mass. The tumor has a high local recurrence rate but metastasizes only rarely. Histologically, the tumor is characterized by poorly demarcated dermal or subcutaneous mass with multinodular plexiform growth and fibrohistiocytic cytomorphology. There are three distinct recognized growth patterns: fibrohistiocytic, fibroblastic, and mixed types. The tumor displays uniform immunoreactivity for vimentin and CD68. Ultrastructurally, the tumor cells have features of myofibroblasts and histiocyte-like cells. Complete surgical resection of the tumor, preferably with wider margins, is required to prevent local recurrence. Long-term follow-up is necessary to detect any nodal or pulmonary metastasis.
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.006 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".