Bibliographic record
Abstract
Clinical, neurosurgical and autopsy findings show that type 2 diabetes mellitus is caused by progressive ischemia in the anterior hypothalamus and endocrine pancreas due to atherosclerosis, and associated with insulin resistance. The hypothalamic ischemia provokes neuroendocrinological disorders through descending projections, and the pancreatic ischemia causes an inappropriate insulin secretion. Both ischemic structures can be improved by means of omental implantation (omental transplantation or transposition) or with anti-inflammatory drugs. Likewise, experimental and clinical observations suggest that insulin resistance is caused by inflammatory action of tumor necrosis factor alpha and resistin in the insulin receptor. Because, in contrast to this, high-dose aspirin or resveratrol can reduce hyperglycemia to normal or near normal in diabetic patients. That is, both drugs are almost specific for the treatment of insulin resistance. Finally, the use of clonazepam at night can have a beneficial effect on glucose homeostasis, because it can reduce the effects of stressful stimuli and normalize the sleep disorders or loss. J Endocrinol Metab. 2016;6(1):1-11 doi: http://dx.doi.org/10.14740/jem333e
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.010 | 0.002 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".