Anishinaabe Values and Servant Leadership: A Two-Eyed Seeing Approach
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
This meta-synthesis explores the connections between the Mishomis Teachings (also known as the Seven Grandfather Teachings within the Anishinaabe culture) and the principles of Servant Leadership. Through a systematic literature review of methodology and the theoretical frameworks of Two-Eyed Seeing and Ethical Space, The Mishomis Teachings and their connections to Servant Leadership are researched to answer: How is a Two-Eyed Seeing approach to Servant Leadership informed by Anishinaabe Values? The literature reveals significant connections between the Mishomis Teachings and Servant Leadership that provide an Indigenized perspective on values-based leadership practices. The implications of this study highlight a growing need within academia for Indigenous Knowledge to support and enhance Decolonization, Indigenization and Reconciliation efforts.
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.
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it