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Abstract WMP116: Incidental Diffusion-weighted Imaging Lesions In Patients With Cognitive Decline

2013· article· en· W2268197800 on OpenAlexaff
Eitan Auriel, Sergi Martínez‐Ramírez, Kristin Schwab, Brian L. Edlow, Grégoire Boulouis, Andrew Dumas, Steven M. Greenberg, Anand Viswanathan

Bibliographic record

VenueStroke · 2013
Typearticle
Languageen
FieldMedicine
TopicCerebrovascular and Carotid Artery Diseases
Canadian institutionsTitan Medical (Canada)
Fundersnot available
KeywordsMedicineHyperintensityDementiaCognitive declineStroke (engine)Magnetic resonance imagingDiffusion MRIProspective cohort studyRadiologyCohortClinical Dementia RatingCardiologyInternal medicineDisease

Abstract

fetched live from OpenAlex

Objectives: Incidental diffusion-weighted imaging (DWI) hyperintense lesions on MRI, indicative of incident silent infarcts, are not uncommon in patients with advanced cerebral small vessel disease (SVD). SVD has been increasingly recognized as playing an important role in cognitive decline in the elderly. We thus examined the prevalence and associated risk factors for DWI hyperintense lesions in a cohort of patients followed in a memory clinic. Methods: We retrospectively analyzed MRI scans from 251 patients (43% females, mean age 73.3±8.3) with cognitive impairment enrolled in an ongoing prospective longitudinal study at the Massachusetts Alzheimer’s Disease Research Center (MADRC) between 2001 and 2010. Clinical and demographic data including the presence of specific vascular risk factors and degree of cognitive impairment (as measured by the Clinical Dementia Rating (CDR) Scale) were recorded. DWI and apparent diffusion coefficient (ADC) images were inspected for the presence of DWI-hyperintense lesions. Associated MRI markers of SVD including white matter hyperintensities (WMH), whole-brain mean global ADC, cerebral microbleeds (CMB) and lacunar infarcts were quantified. Results: We identified 16 DWI-hyperintense lesions in 13 (5.2%) patients. The 14 individuals with at least one DWI lesion did not differ from the 237 without lesions by age, gender, vascular risk factors, CDR, moderate to severe WMH, mean global ADC or number of CMB (p>0.05). Assuming a 10-day post-stroke period when DWI lesions remain hyperintense, their estimated annual prevalence would be 2.3 new infarcts per person-year. Conclusions: Incident DWI-hyperintense lesions, consistent with subacute cerebral infarcts, are not uncommon in unselected patients with cognitive decline. These lesions do not appear to be associated with other markers of SVD nor with degree of impairment. Our results suggest that the cumulative lifetime burden of these lesions may be substantial. These findings may support a role for small infarcts in age-related cognitive impairment.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.003
Threshold uncertainty score0.009

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.003
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0010.001
Open science0.0000.000
Research integrity0.0010.000
Insufficient payload (model declined to judge)0.0030.001

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.

Opus teacher head0.005
GPT teacher head0.226
Teacher spread0.221 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

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Citations4
Published2013
Admission routes1
Has abstractyes

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