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Record W4415683346 · doi:10.1093/geront/gnaf237

Anishinaabe healthy brain aging: traditional knowledge teachings represented in works of art

2025· article· en· W4415683346 on OpenAlexaffabout
Kristen Jacklin, Melissa Blind, Karen Pitawanakwat, Antonio Paniagua Guzmán, Dana Ketcher, Indira Galeeva, Wayne Warry

Bibliographic record

VenueThe Gerontologist · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicIndigenous Health, Education, and Rights
Canadian institutionsFirst Nations Health and Social Secretariat of ManitobaAssembly of First NationsCégep de Chicoutimi
FundersUniversity of Minnesota
KeywordsIndigenousContext (archaeology)Traditional knowledgeDementiaInterpretation (philosophy)Representation (politics)Citizen journalismParticipatory action research

Abstract

fetched live from OpenAlex

Dementia is a prevalent and growing concern among Indigenous communities. Research on the lived experience, culture, and context of the dementia journey has improved our understanding of Indigenous Peoples' experiences. This research study elucidates the deep understanding of healthy brain aging from interviews with seven Anishinaabe/Ojibwe Traditional Knowledge Sharers from Manitoulin Island in Ontario, Canada. Using a community-based participatory research (CBPR) approach and Indigenous methodologies, researchers worked with a Community Advisory Council (CAC) to develop the study. Interviews with Traditional Knowledge Sharers were recorded, transcribed, and shared with a local Anishinaabe/Ojibwe artist for his interpretation and artistic representation of the key healthy brain aging teaching that arose from the interview. The artist developed six paintings based on these teachings for Anishinaabe/Ojibwe people, titled: Perseverance, Anishinaabe Cognition, Presence, Healing Step, Benevolence, and Linkages. A seventh painting was also developed, with the shared teaching of Bebaminojmat-one who goes around and shares their healing gifts. We describe these teachings and the cross-cutting themes that arose from the post-analysis. This study contributes to the field of aging by revealing cultural and philosophical concepts related to healthy brain aging specifically for Anishinaabe/Ojibwe people. The findings can be used to guide healthcare providers in supporting healthy brain aging in culturally meaningful ways and developing culturally safe health education interventions. Artistic analysis and representation proved to be an effective vehicle for exploring cultural values central to the development of programs and education aimed at addressing existing brain health disparities.

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)0.003
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.873
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0020.001
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 head0.049
GPT teacher head0.369
Teacher spread0.320 · 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.

Study designNot applicable
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
Published2025
Admission routes2
Has abstractyes

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