Being and Becoming in a World That Won't Stand Still: The Case of Metlakatla
Bibliographic record
Abstract
Recently, the historical validity of concepts of aboriginality has been questioned. It is argued here that aboriginality has been and remains a significant feature of identity and a source of cultural renewal in a rapidly changing world. The nature of aboriginality must always be qualified and contextualized. In Canada, a specific notion of aboriginality is an administrative tool of government that at all times is partially accepted and partially opposed by those so defined and administrated. In the example described here, the missionary William Duncan denied the concept of aboriginality presented by his Tsimshian flock as well as that enunciated by the Canadian government. Today, the descendants of these mission communities have ontological identities linked not only to Christian modernity but also to Tsimshian aboriginality defined one way by the government and quite differently by each local community.
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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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.059 | 0.035 |
| Scholarly communication | 0.007 | 0.006 |
| Open science | 0.001 | 0.009 |
| Research integrity | 0.004 | 0.009 |
| Insufficient payload (model declined to judge) | 0.004 | 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".