The discovery of new acetylcholinesterase inhibitors as potential therapeutics for Alzheimer’s disease
Bibliographic record
Abstract
Alzheimer’s disease is an irreversible, progressive neurodegenerative disease that is the most common form of dementia. It has been shown that the neurotransmission controlled by acetylcholine plays a critical role in nervous system function, and the lack of this neurotransmitter contributes to Alzheimer’s disease. There are numerous ways to design therapeutics for Alzheimer’s disease, one of which includes the inhibition of the enzyme acetylcholinesterase. The aim of this work was to identify new inhibitors of acetylcholinesterase that would serve as starting points to designing more efficient inhibitors. Computational studies were employed to virtual screen potential inhibitors and analyze their interactions with acetylcholinesterase. As a result, potential inhibitors that bind more favorably to acetylcholinesterase compared to currently approved inhibitors and have appropriate drug-like properties for human use were discovered. This work pioneers future research efforts seeking to develop new therapeutics for Alzheimer’s disease.
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How this classification was reachedexpand
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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".