Protecting the authenticity and integrity of inuksuit within the arctic milieu
Bibliographic record
Abstract
This paper explores the legacy of the stone cairn beacons known as inuksuit — intriguing stone formations built by the Inuit for the last 4000 years that describe messages about landscape, convey messages about way-finding and communicate stories about place. Although inuksuit appear as ancient artefacts of a by-gone era, they have survived well into the twenty-first century, withstanding the changes that have dramatically impacted other traditional facets of Inuit life. Inuksuit remain as solidified fingerprints on the landscape, marking ancient and modern navigation routes. They are signs in themselves and signs that converge to form maps. The power and legacy inuksuit exert over the landscape is, however, potentially at risk from mining and hydro-electricity developments that are planned to consume further areas of the Arctic. Moreover, particular marketed forms of inuksuit threaten to taint and avert the original inuksuit function. A case for preserving inuksuit is indeed strong, and perhaps quite necessary considering they are one of the few remaining tangible fabrics of Inuit society that continue to function within an original setting.
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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 | 0.004 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.007 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.002 |
| 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".