Insidious incrementalism: The silent failure of the microcirculation with increasing peripheral vascular disease risk
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
This review summarizes material presented in "Adaptive Outcomes of Microvascular Networks to Obesity and Type II Diabetes/Insulin Resistance" on July 30, 2016, at the Joint Meeting of the American Physiological Society and the Physiological Society, in Dublin, Ireland. We discuss the poor predictive power of traditional markers of vascular dysfunction for functional outcomes of muscle fatigue-resistance and active hyperemia within the setting of elevated peripheral vascular disease risk. Using the obese Zucker rat model of the metabolic syndrome, we describe how blood flow distribution at arteriolar bifurcations (γ) is altered with PVD risk reflecting increased spatial heterogeneity of distribution within networks. The ability of the microvasculature to compensate for increased heterogeneity is attenuated in OZR, creating a condition wherein the inability to match perfusion to local demand is entrenched and made more difficult to overcome. This appears to be an incremental process, as multiple models of increased PVD risk manifest incremental shifts to the spatial and temporal behavior of γ. These data suggest that γ, a superior predictor of functional outcomes for skeletal muscle, may represent a broadly applicable concept that can inform us about system behavior, with health and increased disease/disease risk, and with imposition of therapeutic regimens.
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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 | 0.001 | 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 it