Nihl Adagwiy T'gun Adaawaks GalksiGabin (Here Is the Story of GalksiGabin): A modern auto-ethnography of a Nisga'a man.
Bibliographic record
Abstract
This thesis is an auto-ethnographic description of my life as GalksiGabin, Andrew Robinson, a proud member of the Nisga'a Nation who has grown up during extremely monumental and influential times for Nisga'a people. Not only have my people been witness to the first Comprehensive Land Claim settlement in British Columbia's history, but we have found the ways and strength to make our traditional lives and Ayuukhl (laws) work with the Canadian State. Within this work, I describe the importance and foundation of our existence as Nisga'a. This includes: geography and culture, social organization and language, and finally, Nisga'a governance. By beginning each of my chapters with a story, I honour the integrity of the oral society I am born from, while placing each of my ethnographical headings in a context that is appropriate to the chapter. In discussing geography and culture, one will find my elaboration on the Nisga'a lands that I come from and the intricate relationship those lands have with dictating much of our social system. In my chapter on social organization and language, the reader will get a glimpse into how the Nisga'a social system is dependent on the sustainability of a society that has been in place for thousands of years. Finally, in regards to governance, I discuss the infamous Nisga'a Treaty and its new-found, interrelated relationship with the Nisga'a Ayuukhl (laws) that have governed our Nation since time immemorial. Throughout the thesis, I have utilized my language where it is necessary and appropriate in order to bring forward that this thesis represents a world view that Nisga'a people call Sayt K'ilim Goot (Of One Heart). Writing this thesis has given me an opportunity to revisit the foundations of my world view and reminded me of the testimony of the Elders I grew up with who taught me their wisdom. For this I am grateful, and even more proud to know the sacredness I have been blessed with in my life. I am honoured to share my story with you. T'yooyak'siy niin. --P.iii.
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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 | 0.014 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 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".