The Various Renal Manifestations of the Nephropathic Form of Cystinosis
Bibliographic record
Abstract
Three phenotypic forms of cystinosis (nephropathic, juvenile-onset and benign adult forms) are well recognized. That not all infants and children have the classical nephropathic form with Fanconi's syndrome is illustrated by 2 of the 3 patients in this report. Case 1 had the typical nephropathic form with generalized proximal tubular dysfunction. In contrast, case 2 had transient features of Bartter's syndrome which preceded the manifestations of Fanconi's syndrome. Case 3 was more complex because he first presented with a syndrome of nephrogenic diabetes insipidus. He then developed features of Fanconi's syndrome as well as metabolic acidosis, hyponatremia and hyperkalemia. The failure of deoxycorticosteroid administration to elevate the serum concentration suggested, in retrospect, that he may also have had a form of acquired pseudohypoaldosteronism.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 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 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".