Minimax Regret of Finite Partial-Monitoring Games in Stochastic Environments
Why this work is in the frame
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Bibliographic record
Abstract
Total loss of a transplanted renal allograft ureter from long or multisegment ureteral strictures or ischemic necrosis represents a formidable challenge to the reconstructive surgeon. Direct reimplantation is often not possible due to insufficient length of undamaged ureter or in cases where the native ureter is abnormal, short, nonfunctional, or absent. Using the bladder for reconstruction via Boari flap circumvents these problems and permits successful restoration of the urinary tract. The psoas minor muscle is the classic landmark used for fixation of the bladder after mobilization. Often after renal transplantation, the psoas muscle is not accessible due to position and orientation of the allografted kidney. We present our experience with a modified Boari bladder flap for complete transplant ureteral reconstruction using the fibrotic plate of the demucosalized allograft ureter as the structure used to hitch the recipient bladder.
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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 | 0.004 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 it