Concurrent Plasma Cell Mastitis and Metastatic Breast Cancer a Rare Presentation of a Bilateral Disease: Case Report and Literature Review
Bibliographic record
Abstract
The concurrent occurrence of plasma cell mastitis(PCM) and breast cancer is rare. Plasma cell mastitis(PCM) is a chronic inflammatory breast disease. Metastatic breast cancer(MBC) is breast cancer that has spread to another part of the body commonly the bones, lungs, liver or brain. Presented is a 28 year old woman who was seen at the emergency department with difficulty in breathing and abdominal swelling of one month and two weeks duration respectively. In the previous year, she was diagnosed with bilateral PCM but declined therapy. Clinical, imaging and laboratory evaluation revealed a definitive diagnosis of metastatic bilateral breast cancer. Reported is a bilateral PCM and a metastatic bilateral invasive ductal carcinoma(IDC). PCM should be regarded as a key alert for a persistent check for cancer. Timely diagnosis and prompt surgical removal is recommended for the best possible outcomes.
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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 | 0.005 | 0.004 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.003 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 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".