Are they like us, yet? Some thoughts on why religious freedom remains elusive for Aboriginals in North America
Bibliographic record
Abstract
It is well-documented that European culture differs from that of Aboriginal culture. Perhaps one of the most striking differences is in the relationships and attitudes each group has towards land. For Europeans the land is a commemorative gift of the creator there to be exploited for economic benefit; for Aboriginal peoples, the land is also a gift but one that a continuing extension of the creator’s immanence in which all things are related to one another. The one is an economic relation, the other a spiritual relation that denotes family. When two very different cultural systems encounter one another, there are bound to be clashes. Regardless, it is the overriding interests of the state that take precedence in countries where religious freedoms are constitutionally guaranteed – but such guarantees apply only insofar as the religions seeking freedom mirrors that of the dominate society. This paper explores these differences in relationships to land and how Aboriginal religious freedom suffers as a result, which has significant impacts on well-being and cultural continuity.
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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 | 0.006 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.014 | 0.029 |
| Scholarly communication | 0.006 | 0.010 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.004 | 0.009 |
| 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".