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Record W7043506902

Supporting family carers of people living with dementia through online education: a case study from an Irish NGO

2023· dissertation· en· W7043506902 on OpenAlexfundno aff

Bibliographic record

VenueDublin City University Open Access Institutional Repository (Dublin City University) · 2023
Typedissertation
Languageen
FieldMedicine
TopicDementia and Cognitive Impairment Research
Canadian institutionsnot available
FundersErasmus+Alzheimer Society
KeywordsDementiaIrishThematic analysisQualitative researchData collectionFamily caregiversLife course approachActivities of daily living
DOInot available

Abstract

fetched live from OpenAlex

The purpose of this research is to examine if and how an online education course offered by The Alzheimer Society of Ireland supports family carers of people living with dementia. \n \nThe incidence of dementia is rising in Ireland and around the world. Much of the care for people living with dementia is undertaken informally by close family members. Caring for someone living with dementia can be very demanding. Family carers of people living with dementia require training and support to prepare and sustain them for the complex and changing nature of their role. This thesis considers Home Based Care Home Based Education one such online course. It is the first such Irish study of an online course aimed at supporting family carers of people living with dementia. \n \nThis thesis uses a case study methodology with the online course being ‘the case’. With a convenience sampling strategy, it used multiple methods, first in the form of an anonymous online questionnaire, followed by 12 one-to-one interviews. Quantitative data was analysed using simple descriptive statistics. Qualitative data was examined using template analysis which is a form of ‘codebook’ thematic analysis. It is presented as a series of themes to answer the two research questions: (1) how does the course support dementia family carers, and (2) how can the course better support dementia family carers? \n \nEvidence suggests that the online course supports participants in a number of ways. Learners gained new knowledge and a range of practical skills through interactions with tutors, peers and course materials. However, participants offered suggestions on how to make the course more supportive to participants. Findings are presented which will be of assistance to The Alzheimer Society of Ireland as they continue to deliver online training for family carers of people living with dementia into the future.

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)0.004
metaresearch head score (Gemma)0.007
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 score0.040
Threshold uncertainty score0.080

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.007
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.001
Science and technology studies0.0220.006
Scholarly communication0.0040.004
Open science0.0030.006
Research integrity0.0030.004
Insufficient payload (model declined to judge)0.0050.001

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 head0.071
GPT teacher head0.407
Teacher spread0.336 · 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

Citations0
Published2023
Admission routes1
Has abstractyes

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