A Case Report of Plasmapheresis and Cyclophosphamide for Steroid‐Resistant Focal Segmental Glomerulosclerosis: Recovery of Renal Function After Five Months on Dialysis
Bibliographic record
Abstract
We describe a patient who presented with nephrotic syndrome and progressive renal failure with biopsy findings of focal segmental glomerulosclerosis (FSGS). He progressed rapidly to end-stage renal disease (ESRD) and remained hemodialysis dependent for five months despite high dose prednisone therapy. Initiation of plasmapheresis and low dose oral cyclophosphamide resulted in the prompt return of urine output and renal recovery. He remains off dialysis with stable renal function (creatinine clearance = 40 mL/min) two years later. This is the first report of late rescue from apparent ESRD due to FSGS with combined plasmapheresis and low dose oral cyclophosphamide.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| 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) | 0.000 | 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".