MétaCan
Menu
← Back to cohort
Record W3025368404 · doi:10.1161/str.51.suppl_1.tp413

Abstract TP413: Compliance to Consistent Home Blood Pressure Monitoring Reduces the Risk of Vascular Cognitive Impairment in Stroke Patients

2020· article· en· W3025368404 on OpenAlexaboutno aff
Wenjun Deng, David McMullin, Lindsay Fisher, Richard Chou, Jared Jacobson, Andrew Wang, Kaleb Kelley, Bo Song, Yuming Xu, Xiaoying Wang, Ferdinando S. Buonanno, Eng H. Lo, Shuai Xu, MingMing Ning

Bibliographic record

VenueStroke · 2020
Typearticle
Languageen
FieldMedicine
TopicDementia and Cognitive Impairment Research
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineMontreal Cognitive AssessmentBlood pressureStroke (engine)Compliance (psychology)Risk factorInternal medicinePhysical therapyCognitive impairmentDisease

Abstract

fetched live from OpenAlex

Background: Hypertension (HTN) is a well-recognized risk factor for vascular cognitive decline. Poorly controlled HTN is common in the outpatient setting, with multi-factorial components including a lack of consistent, continuous and accurate reporting of blood pressure (BP) to help clinicians to tailor therapy. In the current prospective study, we explore the association of stroke patients’ at-home BP self-monitoring compliance with clinical and imaging risk markers of developing cognitive impairment. Method: 146 consecutive stroke outpatients with diagnosed HTN were recruited per IRB protocol. All patients received BP education at their first clinical visit and were encouraged to monitor BP at home on a daily basis for two weeks three times during the course of the 5-year study. Compliance with BP monitoring was evaluated by completed BP log and questionnaire in follow-up visits at fixed intervals. At the end of the study, white matter disease (WMD) severity was estimated by Fazekas and Sheltens scores. Cognitive impairment was assessed using Montreal Cognitive Assessment (MoCA) scales. Result: Only 16.4% (n=24) patients had “good compliance,” monitoring their home BP regularly and consistently as instructed. The compliant group had better controlled systolic and diastolic BP (Figure A, p<0.05). As measured by Fazekas and Sheltens scales, patients compliant with BP monitoring had lower WMD burden (Figure B, p<0.05), and higher MoCA scores (Figure C, p=0.012) compared to noncompliant patients. Conclusion: Compliance with at-home BP monitoring is essential for better BP control in vascular cognitive impairment (VCI) patients post stroke. Consistent home BP monitoring resulted in decreased imaging-apparent small vessel disease and better long-term cognitive performance. Expanded study with a larger patient cohort is ongoing to account for other behavioral and psycho-social factors and to create improved home monitoring technology and treatment strategies.

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)0.001
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 score0.006
Threshold uncertainty score0.019

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0060.001

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 head0.030
GPT teacher head0.304
Teacher spread0.274 · 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".

Quick stats

Citations0
Published2020
Admission routes1
Has abstractyes

Explore more

Same venueStroke→Same topicDementia and Cognitive Impairment Research→French-language works237,207→