Alzheimer β-amyloid peptides: Structures of amyloid fibrils and alternate aggregation products
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 amyloidoses are a heterogeneous group of diseases, which are characterized by the local or systemic deposition of amyloid. At the root of these diseases are changes in protein conformation where normal innocuous proteins transform into insoluble amyloid fibrils and deposit in tissues. The amyloid fibrils of Alzheimer's disease are composed of the Abeta peptide and deposit in the form of senile plaques. Neurodegeneration surrounds the amyloid deposits, indicating that neurotoxic substances are produced during the deposition process. Whether the neurotoxic species is the amyloid fibril or a fibril precursor is a current area of active research. This review focuses on advancements made in elucidating the molecular structures of the Abeta amyloid fibril and alternate aggregation products of the Abeta peptide formed during fibrillogenesis.
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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 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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