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Record W7017004356

Abuse in home care: an analysis of research, practice, and policies in Manitoba

2022· dissertation· en· W7017004356 on OpenAlexaboutno aff

Bibliographic record

VenueMspace (University of Manitoba) · 2022
Typedissertation
Languageen
FieldSocial Sciences
TopicElder Abuse and Neglect
Canadian institutionsnot available
Fundersnot available
KeywordsElder abuseHealth carePublic policyPsychological interventionVerbal abusePublic healthHarassmentDementia
DOInot available

Abstract

fetched live from OpenAlex

Problem: Home care services enable people to receive care while maintaining independence, is associated with positive health outcomes, and can serve even those with complex care needs. Yet, there is a risk of abuse towards home care clients, and on the other side, a potential for harassment of workers. This study aims to: consider how policies and documents on abuse in Manitoba home care settings reflect trends in recent research and identify how they align with the healthy public policy approach. Theoretical framework: This study draws on the concept of healthy public policy (HPP). HPP originated from the field of health promotion and aims to incorporate a public health approach to policy making. Methods: Manuscript one consisted of a scoping review following the PRISMA-ScR guidelines, resulting in a review of 52 studies to map the current state of research on abuse in home care. Manuscript two piloted a set of HPP criteria to analyze 24 home care policy documents in Manitoba gathered through an environmental scan. Findings: Manuscript one documented two types of abuse: abuse towards clients and abuse towards home care workers. There was a high prevalence of verbal abuse towards care workers. Care workers who experience abuse from clients living with dementia can benefit from tailored interventions. Migrant care workers are particularly vulnerable to exploitation in home care jobs. Clients most often experience financial abuse and neglect. No interventions to protect clients were identified. Manuscript two demonstrates the usefulness of the HPP criteria by finding that policy documents reflect at least one criterion from the HPP framework, with only one document meeting all criteria. Discussion: Applying the knowledge from manuscript one to the documents gathered in manuscript two indicates that while some trends are present in policy documents, others are notably absent. In particular, proactively protecting clients from abuse, and the need for training to protect care workers who support clients living with dementia. Conclusion: Policies and practices should be frequently reviewed against evidence-based knowledge and health promotion techniques to promote up-to-date policy making with the potential to improve the health and well-being of care workers and clients.

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)0.000
Version: codex-gemma-dda1882f352aValidation 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 score0.411
Threshold uncertainty score0.723

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0030.003
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.034
GPT teacher head0.327
Teacher spread0.293 · 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 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
Published2022
Admission routes1
Has abstractyes

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