The effects of amyloid beta aggregation on neuronal transcription
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
Alzheimer's disease (AD) is a debilitating condition that impairs cognition and episodic memory. AD is well known for its behavioural phenotype however, knowing its cellular pathology, which is primarily based on the presence of amyloid beta (Aβ) in various aggregation states, is crucial for the development of research efforts against the disorder. The most notable of these aggregation states are the oligomeric and fibril forms of Aβ. This paper aims to describe the transcriptomic profile of neuronal cells exposed to these aggregation states in order to better understand the disorder and identify potential therapeutic genetic targets. The primary findings of this paper illustrate the significant effects of Aβ on genes associated with metabolism as well as the dramatically increased effects of oligomeric Aβ relative to fibril Aβ with respect to the overall changes in gene expression. The presented results also support the further examination of the role of GTPases in the deleterious effects of Aβ.
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 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