Prostatic malakoplakia: a case report with review of the literature
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Prostatic malakoplakia is a rare benign tumor with few reported cases in the literature. A 61-year-old male with a history of Escherichia coli urinary tract infection (UTI) and gross hematuria presented for evaluation with prostate-specific antigen (PSA) level of 16.0 ng/mL and a 1.5 cm palpable prostatic nodule highly suggestive of prostate cancer. Cystoscopy was unremarkable. Transrectal ultrasound-guided biopsy was performed. Pathologic analysis demonstrated prostatic malakoplakia without evidence of associated malignancy. The patient remains on surveillance with regular physical examination and PSA serum testing. Prostatic malakoplakia is a rare diagnosis with clinical examination findings highly suggestive of prostate cancer and without known associated malignancy risk.
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.
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 | 0.000 |
| 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 it