Metastatic ductal carcinoma of the prostate: a rare variant responding to a common treatment
Bibliographic record
Abstract
Ductal carcinoma of the prostate is a rare histologic subtype of prostate carcinoma. It represents 0.4% to 0.8% of all prostate cancers and is associated with a poor prognosis. Given the paucity of cases reported in the literature on ductal prostate carcinoma, little is known about how this cancer responds to cytotoxic chemotherapy. We report the case of a 56-year-old male who presented to our clinic with hemoptysis, cough and hematuria and was found to have metastatic ductal carcinoma of the prostate. He was initiated on docetaxel chemotherapy, which has been previously shown to improve overall survival in patients with metastatic prostate adenocarcinoma, but has never been studied in this less common subtype of prostate cancer. To the best of our knowledge, the following is the first reported case of a patient with metastatic ductal carcinoma of the prostate responding to docetaxel chemotherapy.
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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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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) | 0.001 | 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".