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Record W4212861256 · doi:10.1192/j.eurpsy.2021.303

Two-eyed seeing as a philosophy to facilitate communication between indigenous counselors and psychiatry about mind and mental health

2021· article· en· W4212861256 on OpenAlexaboutno aff
Barbara Mainguy, Lewis Mehl‐Madrona

Bibliographic record

VenueEuropean Psychiatry · 2021
Typearticle
Languageen
FieldPsychology
TopicCounseling, Therapy, and Family Dynamics
Canadian institutionsnot available
Fundersnot available
KeywordsIndigenousMental healthNova scotiaPluralism (philosophy)PsychologySociologyPsychiatryEpistemologyEcologyEthnology

Abstract

fetched live from OpenAlex

Introduction The term “two-eyed seeing” is spreading across North America as a concept for explanatory pluralism. The concept was brought into academic science by Albert Marshall, a M’iqmaq from Nova, Scotia, Canada. It speaks to the idea that indigenous knowledge is an equally valid way of conceptualizing a phenomenon as is contemporary science. Marshall’s famous example compares a traditional M’iqmaq story about the origins of the large tides in the Bay of Fundy with contemporary oceanographic geology findings and simulations. Objectives We wanted to explore how this two-eyed seeing model could be applied to mental health to facilitate a dialogue between psychiatry and traditional cultural healers. Methods We reviewed the existing literature on two-eyed seeing within mental health care using PubMed, IndexMedicus, OneSearch, and Google Scholar. We presented a course on two-eyed seeing for indigenous mental health services and two-eyed seeing for addressing trauma in indigenous communities and surveyed the participants about the two-eyed seeing concept. We offered this course primarily to providers within indigenous communities and also for other interested counsellors. Results Participants in our trainings were enthusiastic about the role of two-eyed seeing for improving communication among indigenous providers and patients and non-indigenous providers. Most indigenous counselors had not heard of two-eyed seeing and were quite enthusiastic about its affirming nature and how it gave them a basis for dialogue with non-indigenous practitioners. Conclusions Two-eyed seeing allows a rich dialogue between European-derived practitioners and indigenous people that enabls each to appreciate the other’s perspectives, leading to greater cooperation and collaborative treatment. Disclosure No significant relationships.

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 categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.376
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
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 head0.027
GPT teacher head0.305
Teacher spread0.278 · 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 designObservational
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
Published2021
Admission routes1
Has abstractyes

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