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ASSOCIATION BETWEEN COGNITIVE IMPAIRMENT AND 6-12 MONTHS QUALITY OF LIFE IN ISCHEMIC STROKE

2025· article· en· W4411464901 on OpenAlexaboutno aff

Bibliographic record

VenueMNJ (Malang Neurology Journal) · 2025
Typearticle
Languageen
FieldMedicine
TopicStroke Rehabilitation and Recovery
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineStroke (engine)Quality of life (healthcare)CognitionConfoundingAtrial fibrillationNeurologyMini–Mental State ExaminationMontreal Cognitive AssessmentPhysical therapyCognitive impairmentInternal medicinePsychiatry

Abstract

fetched live from OpenAlex

Background: Stroke is a major contributor to deaths and disabilities worldwide. Impaired cognitive function is often found in ischemic stroke patients. Disability due to stroke causes functional impairment in various quality of life domains. Cognitive function is one of the predictors of the quality of life. There are still not many studies on cognitive impairment and quality of life in ischaemic stroke patients in Indonesia. Objective: To compare the average quality of life of 6-12 months of stroke patients at the Bethesda Hospital Yogyakarta Neurology Center based on the presence of cognitive impairment Methods: The study used a retrospective cohort study design. Subject data were obtained from the Bethesda Hospital Yogyakarta stroke registry. All risk factor data (laboratory and clinical) and medication were obtained during admission. Cognitive impairment was measured using the Mini Mental State Examination (MMSE) and Clock Drawing Test (CDT). The questionnaire used was World Health Organization Quality Of Life BREF (WHOQOL-BREF). Results: From 113 patients, average quality of life of patients in domain 1, domain 2, and domain 3 was not significant (p > 0.05). A significant mean difference between cognitive impairment and quality of life was found in domain 4 (p = 0.025). Analysis of the confounding variables showed that a history of hypertension, National Institute of Health Stroke Scale (NIHSS) score, diabetes, and atrial fibrillation also had an effect on the patient's quality of life. Conclusion: Cognitive impairment does not have a significant effect on quality of life, especially in the domains of physical health, psychological health, and social relations, but has a significant effect on the environmental health domain of ischemic stroke patients.

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation 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 score0.007
Threshold uncertainty score0.303

Codex and Gemma teacher scores by category

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

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.

Opus teacher head0.015
GPT teacher head0.304
Teacher spread0.288 · 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 teacher head, 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
Published2025
Admission routes1
Has abstractyes

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