Parkinson’s Disease: To Live or Die by Autophagy
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 identification of the molecular mechanisms underlying neuronal survival continues to be the subject of intensive research efforts as the incidence of age-related neurodegenerative diseases rises. Amid a complex mélange of environmental and genetic factors that contribute to disease manifestation, much effort has been dedicated to understanding the underlying signaling mechanisms that regulate neuronal survival. A recent study by Yang et al. sheds new light on an intracellular quality-control system that regulates the constitutive abundance of a neuronal survival factor through chaperone-mediated autophagy and links the deregulation of this pathway to Parkinson's disease. Although the primary function of autophagy in most cell types has commonly been thought to be an adaptive response to starvation, it has been proposed that proper functioning of this system is essential for neuronal survival and that its deregulation leads to neurodegeneration.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 | 0.001 |
| 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) | 0.001 | 0.001 |
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