Transurethral holmium laser vaporization to the urethral tumour through a ureteroscope
Bibliographic record
Abstract
We present 2 cases of urethral cancers: one is recurrent bladder transitional cell carcinoma accompanied by urethral metastatic carcinoma located on the right side of verumontanum, and the other is primary bladder and metastatic urethral adenocarcinoma. The urethral tumour was treated by transurethral holmium laser vaporization to the urethral tumour through a ureteroscope and the bladder tumour was treated with transurethral resection and degeneration of the bladder tumour (TURD-Bt). After the second or third therapy, patients were free of urethral or bladder tumour recurrence; they also did not experience urethral stricture or urinary incontinence during the 24- to 36-month follow-up. Transurethral holmium laser vaporization and TURD-Bt could be performed to treat non-invasive urethral cancer accompanied with bladder cancer and preserve the urethra and bladder.
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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 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.001 |
| 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 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".