MétaCan
Menu
Back to cohort

Intervention is Urgently Needed to Address Poor Awareness of South Asian Family Caregivers for Dementia Care: A Qualitative Study

2021· article· en· W4205946194 on OpenAlexaffabout
Qazi Shafayetul Islam, Nasima Akter

Bibliographic record

VenueAsian Journal of Medicine and Health · 2021
Typearticle
Languageen
FieldMedicine
TopicDementia and Cognitive Impairment Research
Canadian institutionsCanadian Blood Services
Fundersnot available
KeywordsDementiaMedicineNonprobability samplingFamily caregiversIntervention (counseling)DiseaseQualitative researchPsychiatryAnxietyNursingGerontologyPsychologyPopulation

Abstract

fetched live from OpenAlex

Introduction: “The National Dementia Strategies” in Canada emphasizes improving the knowledge of formal and informal caregivers for better care for the person living with dementia. Aim: This study aimed at exploring awareness and the attitudes of South Asian Bangladeshi family caregivers towards dementia care. Methods: It was purposive sampling and a qualitative study. The study included 45 family caregivers (>55 years) for the face-to-face interviews in Toronto, Ontario. The study used semi-structured questions. The duration of the data collection was between February and March 2020. Results: The study included the three areas related to dementia, such as a) the awareness of dementia, b: awareness of prevention and treatment as well as the awareness of caregivers about what is needed for better dementia care, and c) attitudes of caregivers towards dementia care. Many caregivers described dementia as memory loss and forgetfulness. According to the caregivers, anxiety, depression, and aging were the risk factors of dementia. The caregivers commonly perceived dementia as an unpreventable and incurable disease. Moreover, many caregivers did not know about the appropriate health providers who diagnosed and treated dementia, and they were not aware of non-pharmacological care of dementia. The caregivers perceived dementia as a shameful disease. They would not go for diagnosis if they had risks for dementia and would hide their dementia after diagnosis. Many caregivers confessed that training was essential to improve knowledge about dementia, but they did not want to be a caregiver for the person living with dementia. Conclusion: The South Asian Bangladeshi family caregivers had not enough awareness about dementia, prevention, and treatment. Dementia was associated with shame, and they had less interest in dementia care. Urgent educational training is needed in their language to improve knowledge, reduce stigma, engage them in dementia care, and achieve the goals of the National Dementia 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)0.019
metaresearch head score (Gemma)0.014
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.020
Threshold uncertainty score0.102

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0190.014
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.002
Science and technology studies0.0110.005
Scholarly communication0.0030.004
Open science0.0020.004
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0070.001

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 head0.091
GPT teacher head0.462
Teacher spread0.372 · 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 designQualitative
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

Citations1
Published2021
Admission routes2
Has abstractyes

Explore more

Same venueAsian Journal of Medicine and HealthSame topicDementia and Cognitive Impairment ResearchFrench-language works237,207