Bibliographic record
Abstract
A 36-year-old man with a history of gout and a congenital solitary right kidney with chronic hydronephrosis and non-obstructive megaureter of unknown etiology presented initially with a stone on KUB and flank pain. A computed tomography (CT) scan showed a right-sided calculus which was treated with extracorporeal shock wave lithotripsy and alkalinization therapy. Several weeks post-treatment, he presented to the emergency department with cloudy urine and dysuria. His urinalysis demonstrated pyruia and hematuria. He was empirically started on ciprofloxacin, but returned to the emergency department several days later with fevers, chills and rigors but no flank pain. His creatinine had risen from 109 mmol/L at baseline to 266 mmol/L, and his white blood cell count was 15.6 × 106/L. A CT scan failed to show any residual calculi; however, it demonstrated emphysematous pyelitis (Fig. 1, arrow) with concomitant emphysematous ureteritis and cystitis (Fig. 2, arrows). His urine culture revealed a multi-drug resistant E Coli and a percutaneous nephrostomy tube was arranged after a ureteric stent insertion was unsuccessful. His pre-nephrostogram scout x-ray showed a collecting system full of gas (Fig. 3, arrows demonstrating gas in ureter and renal pelvis). He was treated with nephrostomy tube drainage and intravenous ceftriaxone. Within 5 days, he had complete clinical and radiographical resolution of the gas in his collecting system, and his renal function returned to baseline. Subsequent pressure-flow studies of urinary drainage via the nephrostomy tube (Whittaker test) showed no evidence of ureteric obstruction. It is important to distinguish emphysematous pyelitis (gas in the collecting system) from emphysematous pyelonephritis (gas in the renal parenchyma), as the latter can be more severe. Fig. 1 The computed tomography scan with the arrow pointing to the emphysematous pyelitis. Fig. 2 The computed tomography scan with the arrows pointing to the emphysematous ureteritis and cystitis. Fig. 3 The patient’s pre-nephrostogram with the arrows demonstrating gas in the ureter and renal pelvis. Empysematous pyelitis is due to E. coli infection in 69% of cases and typically responds promptly to medical therapy.1
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.002 | 0.002 |
| 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 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".