A Global Potlatch: Identifying the Indigenous Influence on Western Thought
Bibliographic record
Abstract
This article identifies a seminal instance of Indigenous influence on Western thought. It does so by revealing a form of idea power exercised by Indigenous Americans: the power to transmit messages through the medium of people who came to meet and learn from them. In 1894, the Kwakwaka'wakw people of Vancouver Island, British Columbia, invited the anthropologist Franz Boas to take part in their system of Indigenous governance, the potlatch. At a series of dances and feasts, Kwakwaka'wakw leaders performed the notion of transformation, offering a dynamic vision of humanity as a single, varied, and constantly changing global community. Guided by an Indigenous intellectual, George Hunt, the Kwakwaka'wakw civilized Boas into a new way of seeing. They turned him from a static concept of culture, focused on the differences between groups of people, toward a dynamic concept of culture, focused on the universality of global experience—an experience of diversity. To identify such episodes of Indigenous influence, scholars must open a new archive—the vast corpus of Indigenous thought and action compiled by anthropologists—and begin writing a truly global history of ideas.
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 | 0.003 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.004 | 0.004 |
| Science and technology studies | 0.009 | 0.027 |
| Scholarly communication | 0.008 | 0.009 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 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".