Special topics issue: “Complexity in the microcirculation”
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 Special Topics Issue of the journal "Microcirculation" presents seven manuscripts spanning multiple perspectives of investigation. The first two manuscripts present technical/analytical approaches to determining and quantifying vascular network structure, and the third presents a methodology for determining intravascular hemodynamics within the in situ microvascular network. The fourth manuscript utilizes complexity analyses to determine changes in microvascular perfusion as a predictor of disease severity, while the fifth study links the changes to perfusion complexity to tissue metabolic demand and potential limitations on mitochondrial metabolism within skeletal muscle. The sixth manuscript further addresses this critical topic, providing a state-of-the-art discussion of skeletal muscle oxygen kinetics and the factors that impact this vital process. The final manuscript outlines the impact of the deletion of Robo4 on the vascular endothelium on microvascular function in white adipose tissue and the potentially beneficial effects for anti-obesity treatment. We hope that this presentation of issues of "Complexity in the Microcirculation" will be beneficial to the reader.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| 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 | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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