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
Idiopathic parkinsonism (Parkinson's disease) makes up the largest diagnostic subgroup of patients with parkinsonism. Various hypotheses exist regarding the pathogenesis of idiopathic parkinsonism: these include genetic predilection aging, environmental factors, oxidative stress, excitotoxicity, autoimmunity, and trauma. We suggest that the pathogenesis of idiopathic parkinsonism is likely to be multifactorial, deriving from environmental factor(s) acting upon a genetically predisposed individual. Because of the compelling evidence indicating common clinical and pathological findings in idiopathic parkinsonism, Alzheimer's disease, and amyotrophic lateral sclerosis, we believe that these conditions result from pathological processes with more similarity than diversity. A primary glutamatergic cell neocortical abnormality provides an attractive unifying explanation which may explain the overlapping abnormalities found in idiopathic parkinsonism, Alzheimer's disease, and amyotrophic lateral sclerosis.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| 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 | 0.001 |
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