Radical Acts of Re-imaging Ethical Relationality and Trans-systemic Transformation
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 Indigenous métissage explores my engagement in Indigenous Arts-based Inquiry as a practice of Anishinaabe Ozihtoon or Indigenous making and knowledge generation. Anishinaabe Ozhitoon is a site that unlocks the theoretical potentialities of the intelligences within Indigenous Knowledge practices in contemporary contexts and reanimates Indigenous land-based assurgence. Reviving Indigenous artistic practices, as sites of co-imagining through constellations of co-creation, is part of ecological and community-based reconciliation and healing. Key to this process is the act of reciprocal recognition, a core practice that fosters ethical relationality, helps cultivate our Indigeneity, and honours the circle of life. This Indigenous métissage tracks the Indigenous pedagogical processes and Indigenous art making used in my own praxis and inquiry as a scholar while I worked in a university to create three pathways for trans-systemic knowledge creation: a university-wide President’s Dream Colloquium with an accompanying graduate course; a graduate diploma in Indigenous Education: Education for Reconciliation and a master’s in Indigenous Education: Truth, Reconciliation, and Indigenous Resurgence; and the Indigenous Research Institute initiation of an Indigenous Ethics Dialogue process as a trans-systemic pedagogical engagement with Indigenous and Western Knowledges, values, and ethics.
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 | 0.800 | 0.143 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.609 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.538 |
| 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