Tūhonotanga—A Māori Perspective of Healing and Well-Being through Ongoing and Regained Connection to Self, Culture, Kin, Land and Sky
Bibliographic record
Abstract
Tūhonotanga relates to one’s physical and spiritual embeddedness to the surrounding world, including to culture, to kin, and to Father Sky and Mother Earth. Kanien’kehá:ka researcher Alicia Ibarra-Lemay from the community of Kahnawà:ke, interviewed Māori psychotherapist Donny Riki from Aotearoa, to explore her practice of healing in relation to her own connections to the Ngāpuhi and the Ngāti Paoa. As granddaughter to Ina Tepapatahi, Patara Te Tuhi, Puahaere, and Haora Tipakoinaki, Donny carries the responsibility for healing in the sense of helping her people find their way back home after 186 years of colonial violence and rule in her homeland of Aotearoa. This chapter discusses the way she works with tāngata whaiora (Māori people, seekers of wellness) and how the process of healing is conceptualized in her Mãori worldview.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.007 | 0.008 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".