Short-Term Complications of Membranous Nephropathy
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Short-term complications of membranous nephropathy (MN) are important components of the process and their proper management can significantly alter the outcomes of patients with this disease. These complications vary from the non-specific ones associated with many types of chronic kidney disease such as hypertension, proteinuria and the symptoms associated with the nephrotic syndrome including edema and dyslipidemia. These are briefly discussed in the chapter. In addition, there are some specific issues more commonly associated with MN than other types of glomerulonephritis. This includes a hypercoagulable state and the associated thromboembolism. There is more recent information in this domain and this is included in the chapter. The associated increased risk of infection in MN patients is the final chapter component. This section is included to remind us not only of the direct impact of that disease process on reducing resistance to infection, but also to indicate the need to consider prophylactic antibiotics when the addition of potent immunosuppressive drug treatment is required for these patients.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| 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 | 0.001 |
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