Bibliographic record
Abstract
Amylin (islet amyloid polypeptide) and amyloid beta protein (Aβ), identified as proteinaceous deposits within the pancreas of diabetics and the brain of Alzheimer's patients respectively, share many biophysical, physiological and neurotoxic properties. Although no specific β receptor" has been identified, emerging evidence suggests that the amylin receptor serves a putative target receptor for the actions of Aβ in the brain. The amylin receptor consists of a calcitonin receptor dimerized with receptor activity-modifying proteins and is widely distributed within central nervous system. Aβ can directly activate this G protein-coupled receptor and trigger multiple intracellular signal transduction messengers and pathways that include calcium, cAMP, ERK1/2 and Fos. Growing evidence suggests that amylin and amylin receptors are involved in many aspects of neurodegenerative pathophysiology. Developing therapeutic strategies aimed at modulating amylin receptor function may prove useful for treatment of neurodegenerative diseases such as Alzheimer's disease.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 0.004 |
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".