Insights into the Regulation of Renal Hemodynamic Function in Diabetic Mellitus
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
Diabetes mellitus (DM) is characterized by renal hemodynamic changes which have been purported to contribute to the development of nephropathy. In this review we have focused on the major renal hemodynamic factors that may be associated with glomerular hyperfiltration. Recent animal and human studies have demonstrated that renal hemodynamic alterations occur very early in the natural history of DM. Most of the literature related to renal hemodynamic functional changes in type 1 DM has focused on major neurohormonal influences, such as the renin angiotensin system, cyclooxygenase-related pathways, the nitric oxide system, the autonomic nervous system and hyperglycemia. In addition, gender may have important modulatory effects on some of these putative pathways that have been implicated in the development of alterations in renal hemodynamic function related to DM.
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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) | 0.002 | 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 it