Postirradiation pseudosclerodermatous panniculitis with involvement of breast parenchyma: a dramatic example of a rare entity and a pitfall in diagnosis
Bibliographic record
Abstract
Postirradiation pseudosclerodermatous panniculitis is a rare complication of external beam radiotherapy. This inflammatory process typically presents as an erythematous indurated plaque in a previously irradiated region of skin. To date, 13 cases have been reported worldwide. We present a case of a 70-year-old female who received breast irradiation following conservation surgery for invasive breast carcinoma. In her third year of follow-up, she developed an enlarging mass, involving the subcutis and underlying breast tissue, associated with mammographically detected coarse calcifications and density, at the surgical site. This was deemed highly suspicious of recurrent malignancy. Following several benign needle core biopsies, she had an excision of the mass. This revealed a lobular panniculitis and irradiation-induced vascular changes affecting subcutaneous fat and underlying breast tissue. This is the 14th reported case of this rare entity. It is unique in the degree of involvement, affecting breast parenchyma as well as subcutaneous fat, and in its corresponding dramatic clinical and radiographic manifestations.
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 | 0.000 | 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".