The Role of Apoptotic Pathways in Alzheimers Disease Neurodegeneration and Cell Death
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
Neuronal loss is associated with Alzheimer's disease (AD). However, it not clear what type of mechanisms underlie this neuronal loss and if neuronal loss is directly responsible for the progressive dementia of AD. This review summarizes the recent evidence for neuronal loss in AD relative to the level of cognitive impairment. It further describes the current evidence for an apoptotic mechanism in AD. Lastly, a summary of the evidence for synaptic loss being responsible for dementia rather than neuronal loss is presented. A novel hypothesis emerges from this data to explain all aspects of AD pathophysiology. This all inclusive hypothesis called the attrition hypothesis states that activation of the effector caspase-6 in AD due to one or a variety of insults is responsible for the breakdown of the cytoskeletal structure of neurites and damages proper trafficking of proteins and organelles thus resulting in the observed clinical and pathological features of AD.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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