On Being Indigenous: An Essay on the Hermeneutics of ‘Cultural Identity'
Bibliographic record
Abstract
The range of cultural resources distributed along developmental pathways open to young persons as they frame the outlines of their own identities is not fixed, but inevitably varies across historical moments. The young lives most touched by such transitional circumstances arguably belong to those that find themselves growing up in times of dramatic cultural change - the lives, for example, of refugee and immigrant children, and especially of those indigenous youth still riding out the successive waves of earlier postcolonial storms. This essay is about forming an identity in such troubled times, and about how individual parents and whole rearing communities might choose to selectively intervene. The thesis of this paper is that the material contents of cultures in transition ordinarily have shorter ‘shelf lives' and earlier ‘best before' dates than do those processes and practices at work in the procedural background. Consequently, it is argued that a parent's or a community's best hopes for success in aiding young people in their identity struggles lie along instructional pathways that feature the signature tools and processes, rather than the material contents, of cultures in radical transition.
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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 | 0.007 | 0.008 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.009 | 0.044 |
| Scholarly communication | 0.008 | 0.009 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.003 | 0.007 |
| 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".