Indigenous Research Methodology: Exploratory Discussion of an Elusive Subject
Bibliographic record
Abstract
The possibility of a defined Indigenous Research Methodology is exciting to indigenous and non-indigenous scholars alike, though probably for different reasons. Present assumptions suggest that such a methodology would determine standards for authenticity of indigenous research, and would enable a more effective critique of research dealing explicitly with indigenous reality. The question of who should participate in the development of an indigenous research methodology is critical since every scholar who has any connection with indigenous research topics or indigenous people will feel directly impacted. Responses to the question will indicate the form or quality of interactions between indigenous and non-indigenous scholars grappling with the political, social, and personal issues that assuredly will arise in any discourse of an indigenous research methodology. Such a concept might be perceived as a threat to existing forms or models of knowledge and knowledge creation. While indigenous scholars must be aware of such reactions, they will nonetheless experience themselves as the "active-centre" in the process of any indigenous research which they choose to live through. They are a piece of the heart in the body of growing indigenous knowledge. Indigenous research methodology is and has always been the central structure of support for the creation of indigenous knowledge. There are some principles which underlay most indigenous research - where this is understood to mean research conducted by indigenous people. Moving however to a discourse which includes indigenous and non-indigenous participants in an academic focus on indigenous research methodology might profitaby include a consideration of such principles as (a) the interconnectedness of all living things, (b) the impact of motives and intentions on person and community, (c) the foundation of research as lived indigenous experience, (d) the groundedness of theories in indigenous epistemology, (e) the transformative nature of research, (f) the sacredness and responsibility of maintaining personal and community integrity, and (g) the recognition of languages and cultures as living processes.
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 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 | 0.170 | 0.108 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.006 | 0.009 |
| Science and technology studies | 0.020 | 0.075 |
| Scholarly communication | 0.024 | 0.020 |
| Open science | 0.005 | 0.016 |
| Research integrity | 0.008 | 0.011 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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".