Abeta Immunotherapy and Other Means to Remove Amyloid
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
The amyloid cascade hypothesis postulates that accumulation of beta-amyloid (Abeta) plays a key role in the development of Alzheimer's disease (AD). Accordingly, much effort has gone into reducing the amyloid burden, especially in transgenic mice expressing mutations in human amyloid precursor protein. Such mice develop amyloid plaques but not neurofibrillary tangles. Immunization with Abeta and other inflammatory stimuli, inhibitors of Abeta formation, cholesterol lowering agents, beta-sheet breaker peptides, antioxidants and various miscellaneous agents have been found to reduce the more soluble Abeta in such transgenic mice. Whether they would affect the more consolidated, cross-linked Abeta of AD and, if they did, whether that would really prove an effective treatment for the disease remains for future research to determine.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 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 | 0.001 |
| 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