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Record W4411235846 · doi:10.1016/j.fnhli.2025.100059

Exploring wellness and Wiidooktaadyang (we are helping one another) in Nipissing First Nation

2025· article· en· W4411235846 on OpenAlexafffundabout
Cindy Peltier, Louela Manankil‐Rankin, Karey D. McCullough, Megan Paulin, Phyllis R. Anderson, Kanessa Hanzlik

Bibliographic record

VenueFirst Nations Health and Wellbeing - The Lowitja Journal · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicIndigenous Health, Education, and Rights
Canadian institutionsNipissing University
FundersInstitute of Indigenous Peoples' HealthCanadian Institutes of Health Research
KeywordsPsychology

Abstract

fetched live from OpenAlex

Purpose First Nations peoples have a long history of what it means to be well, but this perspective has not shaped their health and wellness experiences in Canadian healthcare systems. In response to calls for First Nation self-determination in health, this study provided one First Nation community with the opportunity to articulate what it means to be well. Wiidooktaadyang , meaning ‘we are helping each other', describes a Nipissing First Nation (NFN) philosophy and a relational approach to realising wellness. From this relational approach, this research explored: 1) how NFN debendaagziwaad (NFN members) on reserve, off reserve and staff understood and experienced wellness; 2) what NFN debendaagziwaad perceived as the ‘appropriate kind of help' to facilitate wellness; and 3) how understandings of wellness and helping can inform a community-owned service delivery model. Methods Designed with an NFN advisory committee, this study employed a qualitative design using a Two-Eyed Seeing theoretical and methodological approach, which paired participatory action research with Indigenous research methods. Ninety participants, grouped according to on reserve, off reserve or staff members, engaged in conversational interviews with community-based research assistants. Their stories were analysed using thematic analysis adhering to Indigenous research principles. Main findings The story of wellness of NFN debendaagziwaad comprised five themes: 1) Connectedness, 2) Living the Medicine Wheel, 3) Belonging, 4) Experiencing colonialism and 5) Reclaiming NFN ways. Graphic artists facilitated a process of graphical analysis to illustrate themes as conceptual models. This project moved knowledge into meaningful action by meeting with NFN leaders to describe how they could apply the wellness models to their service integration model. Principal conclusions This paper contributes to new knowledge by documenting NFN members' stories of what it means to be well and their recommendations for reclaiming wellness. The knowledge helped to inform community service planning in a First Nations community. Particularly critical is that the models acknowledge First Nation peoples' power to determine their health and wellness experiences.

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: Empirical
Teacher disagreement score0.913
Threshold uncertainty score0.983

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0310.000
Scholarly communication0.0000.001
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 head0.072
GPT teacher head0.309
Teacher spread0.237 · 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 routes3
Has abstractyes

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