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Record W4390200611 · doi:10.1002/alz.074844

Formal Care Providers Experiences with Indigenous Understandings of the Stages of Dementia in Diverse Indigenous Communities in Canada and the United States

2023· article· en· W4390200611 on OpenAlexaboutno aff
Kristen Jacklin, Melissa Blind, Dana Ketcher, Wayne Warry, Jordan Lewis, Melinda Dertinger, Brandylyn Arredondo, Collette Pederson, January Johnson, Rhonda Trudeau, Karen Pitawanakwat, Lois Strong, Marlene Summers, Wesley Martin, Nickolas H. Lambrou, Megan Zuelsdorff, Carey E. Gleason

Bibliographic record

VenueAlzheimer s & Dementia · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicIndigenous Health, Education, and Rights
Canadian institutionsnot available
Fundersnot available
KeywordsDementiaIndigenousFocus groupPsychologyGerontologyMedicineDiseaseSociology

Abstract

fetched live from OpenAlex

Abstract Background This paper explores Indigenous understandings of the progression of dementia through the early/mild, middle/moderate, and late/severe stages of dementia through the experience of on‐reservation dementia care providers. There is scant but growing literature on Indigenous understandings of dementia but to our knowledge none have examined how Indigenous conceptualization of the illness stages relate to the biomedical staging categories which dominate dementia education and care models. Method We conducted sequential focus groups (SFGs) with the same local health care staff/formal caregivers that work with Indigenous older adults (n = 17) over 4‐5 sessions (n = 14) in four diverse Indigenous reservation communities in USA and Canada. The SFG design provided an opportunity for a progressive and deep discussion of perceptions of early, middle, and late stages of dementia among their Indigenous patients. SFGs were recorded, transcribed, thematically coded and grouped according to the Alzheimer’s Association (AA) definitions of early, middle, and late‐stage dementia. Result These data suggest that Indigenous experiences with the stages of dementia do not align with the AA framework. Specifically, early dementia is not widely recognized as an illness or part of the disease trajectory; rather, moderate symptoms in the AA framework are most frequently described as the beginning of dementia. Participant descriptions of symptoms in the middle and late stages were more closely aligned with Indigenous lived experience and beliefs. Significantly, a return to childhood or infancy was widely used to describe late‐stage dementia. Participant discussions revealed that they gave prominence to periods of transitions and the overall experience as opposed to a segmented/staged approach. Conclusion Indigenous dementia illness models may not align with biomedical approaches to disease staging, potentially leading to inappropriate and ineffective clinical conversations and dementia education efforts. For example, while infantilization of elderly individuals is usually advised against by professionals, describing a loved one as returning to an earlier stage of their life aligns with Indigenous teachings of the circle of life. Further ethnographic research is needed with Indigenous family caregivers and persons living with dementia to verify these findings and provide insight into culturally safe care.

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)0.002
metaresearch head score (Gemma)0.006
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 score0.044
Threshold uncertainty score0.216

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0160.008
Scholarly communication0.0030.001
Open science0.0010.005
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0020.000

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 head0.023
GPT teacher head0.263
Teacher spread0.240 · 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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