The “promiscuous drug concept” with applications to Alzheimer's disease
Bibliographic record
Abstract
Arguably, Alzheimer's disease (AD) is a multifactorial syndrome, rather than single disease, arising from a complex array of neurochemical factors. Numerous studies on the molecular pathogenesis of AD implicate a diversity of factors ranging from neurotoxic peptides (beta-amyloid) to inflammatory processes (interleukins), but all culminating in a common neuropathology. This diversity of molecular causation is an impediment to the design of effective therapies for AD. To address this design problem, we sought to identify a single, common motif (a "common receptor") shared by multiple structurally and functionally diverse proteins implicated in AD. This search revealed the presence of a common BBXB peptide motif and upon refinement, an AXBBXB motif; these regions can be exploited for the design of a "promiscuous drug" that exploits a "one-drug-multiple-receptors" therapeutic strategy for AD.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| 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".