Successful medical treatment of emphysematous pyelonephritis in chronic hemodialysis
Bibliographic record
Abstract
Emphysematous pyelonephritis (EPN) is a life-threatening renal infection caused by gas-producing bacteria and fungi. It usually occurs in patients with diabetes and patients with urinary tract obstruction. A combination of systemic antibiotics, percutaneous catheter drainage, or open nephrectomy is typically required to achieve cure. Because of grim prognosis, resorting to interventional methods is frequently inevitable. We report the case of a 77-year-old woman with diabetes and end-stage renal disease on chronic hemodialysis that presented with fever and left flank pain. A bubbly gas pattern inside the left kidney was demonstrated on abdominal computed tomography scan and blood cultures grew Escherichia coli. She was successfully treated solely with systemic antibiotics. This highlights the fact that prompt recognition of imaging findings associated with benign prognosis is essential for a favorable outcome. It allows for an effective management avoiding high-risk interventions, especially in frail patients with multiple comorbidities. Finally, we review all published cases of EPN in chronic dialysis patients.
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How this classification was reachedexpand
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 | 0.000 | 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) | 0.001 | 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 teacher head, 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".