Rethinking Vascular Dementia (Part 1 of 2)
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
Vascular dementia is growing in importance, so is the confusion surrounding it. Vascular dementia may be regarded as a syndrome of cognitive impairment resulting from vascular diseases, especially ischemic brain changes. It may be related to many different vascular mechanisms, types of brain changes and risk factors. However, currently no precise knowledge exists regarding the extent to which these factors cause, contribute or only coincide with the cognitive loss. The resulting imprecision in definition and diagnosis breeds confusion regarding prevention, treatment and incidence of the syndrome. In addition, the changing patterns of age of the population, risk factors and types of stroke complicate the clinical picture. Instead of comfortable categorization, the emphasis needs to be shifted to identifying and understanding the interactive vascular factors that contribute to cognitive impairment. This may open avenues in the search for modifiable and treatable vascular components.
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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) | 0.001 | 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