Humoral hypercalcemia of malignancy due to bipartite squamous cell/small cell carcinoma of the esophagus immunoreactive for parathyroid hormone related protein*
Bibliographic record
Abstract
We report the case of a 63-year-old man who presented with weakness, fatigue, dehydration, confusion, abdominal pain, congestive heart failure and hypercalcemia. He expired and autopsy revealed an exulcerating carcinoma of the esophagus, invading the esophageal wall and metastasizing to the lungs, skin and lymph nodes. Histology demonstrated an epithelial tumor consisting of two components with transition between the two. One component was a keratinizing squamous cell carcinoma, whereas the other component consisted of pleomorphic small cells. The hypercalcemia was assumed to be due to parathyroid hormone related protein (PHRP), which was demonstrated by immunohistochemistry only in the pleomorphic small cells and not in the squamous cells. PHRP induced humoral hypercalcemia of malignancy is most often associated with squamous cell carcinomas. The finding that in our case, the pleomorphic small cell component was PHRP immunopositive and the squamous cell component showed no immunoreactivity, is intriguing and remains unexplained.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 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".