The Etiology of Hypertension in the Metabolic Syndrome Part Four: The Systemic Perspective – The Role of the Neuroendocrine and Immune Systems,and the Challenge of Integration
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
Insulin resistance can be regarded to be a cause, a consequence, a sustainer or a marker of the wider neuroendocrine dysfunction within which it occurs. In the final part of our series of reviews, we examine the systemic influences which operate within the metabolic syndrome: the endocrine system, the central nervous system and the immune system. We discuss strategies for integrating the array of information that is being gathered, in particular the need for computer simulation. We also advocate the need to move beyond the linear paradigm of 'cause and effect' and use causal networks to think about this system. We also discuss the need to understand the temperospatial organisation of the factors being studied. Finally, we draw together the data, concepts and hypotheses we have reviewed over the course of these four articles.
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 | 0.003 | 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 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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