© 2013 Canadian Urological Association
Bibliographic record
Abstract
Ureteral stent malposition outside of the urinary tract is a very uncommon complication of retrograde or antegrade ureteral stent insertion. There are few reports of open, laparoscopic or endou-rologic approaches to remove malpositioned stents. We present a novel technique for the removal of an extruded retroperitoneal ureteral stent using percutaneous antegrade nephroscopic holmium laser pyelotomy. This previously undescribed procedure represents a new soft tissue application of the holmium laser. Retrograde or antegrade ureteral stent placement is a common practice to relieve upper urinary tract obstruction, pain, or infection.1 Minor complications of ureteral stents include pain, voiding symptoms, hematuria and infection, and major complications of stents include encrustation, fragmentation, migration, malposition, knot formation, forgotten stents, extrusion and death.1-3 Ureteral stent migration is rare and involves movement within the
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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.566 | 0.249 |
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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".