Confronting the contradictions between Western and Indigenous science: a critical perspective on <i>Two-Eyed Seeing</i>
Bibliographic record
Abstract
In the mid-2000s, the term Two-Eyed Seeing was introduced by Mi’kmaw Elder Albert Marshall to suggest the complementarity of Western and Indigenous sciences. The concept has since been adopted and applied in a diverse range of research. This article examines the latent tension in Two-Eyed Seeing between a desire to foster dialogue—in order, ideally, to generate a trans-cultural “third space” of understanding—and the denial or suppression of major contradictions between predominantly wholistic Indigenous and predominantly reductionist Eurocentric worldviews. Examples are considered of both fruitful Two-Eyed Seeing collaborations and areas where antithetical approaches cannot be combined, for reasons that a more critical application of the Two-Eyed Seeing concept could help make clear. Conversely, revisioned in this way, Two-Eyed Seeing can deepen appreciation of those areas of Western science, such as the delicate empiricism of Goethean science, authentically resonant with Indigenous approaches.
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How this classification was reachedexpand
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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.008 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".