The Concept of Vascular Cognitive Impairment
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 cognitive impairment (VCI) is the modern term related to vascular burden of the brain,reflecting all encompassing effects of cerebrovascular disease (CVD) on cognition. VCI include all levels of cognitive decline from mild deficits in one or more cognitive domains to a broad dementia-like syndrome. VCI incorporates the complex interactions between vascular risk factors, CVD etiologies and cellular changes within the brain and cognition. Vascular risk factors towards VCI include,e.g. arterial hypertension, high cholesterol, and diabetes. VCI includes the common poststroke dementia and vascular dementia (VaD). The main subtypes of VaD include the cortical VaD or multi-infarct dementia also referred as poststroke VaD and subcortical ischemic vascular disease and dementia or small vessel dementia. Traditional vascular risk factors and stroke are also independent factors for the clinical presentation of Alzheimer's disease. In addition to these vascular factors, CVD/strokes, infarcts and white matter lesions may trigger and modify progression of Alzheimer's disease.Whilst CVD is preventable and treatable, it clearly is a major factor in the prevalence of cognitive impairment in the elderly worldwide.
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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 | 0.004 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.004 | 0.002 |
| Bibliometrics | 0.002 | 0.010 |
| Science and technology studies | 0.001 | 0.029 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.004 | 0.001 |
| Research integrity | 0.001 | 0.003 |
| 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