Our Whole Gwich’in Way of Life Has Changed / Gwich’in K’yuu Gwiidandài’ Tthak Ejuk Gòonlih
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Our Whole Gwich’in Way of Life Has Changed / Gwich’in K’yuu Gwiidandài’ Tthak Ejuk Gòonlih is an invaluable compilation of historical and cultural information based on a project originally conceived by the Gwich’in Social and Cultural Institute to document the biographies of the oldest Gwich’in Elders in the Gwich’in Settlement Region. Through their own stories, twenty-three Gwich’in Elders from the Northwest Territories communities of Fort McPherson, Tsiigehtshik, Inuvik, and Aklavik share their joy of living and travelling on the land. Their distinctive voices speak to their values, world views, and knowledge, while McCartney assists by providing context and background on the lives of the narrators and their communities. Scholars, students, and all those interested in Canadian/Northern history, anthropology, Indigenous Studies, oral history, or cultural geography will benefit from this critical resource. Foreword by Grand Deputy Chief Jordan Peterson. Elders Who Contributed Their Stories: Antoine (Tony) Andre, Caroline Andre, Hyacinthe Andre, Annie Benoit, Pierre Benoit, Sarah Bonnetplume, Marka Bullock, Lydia Alexie Elias, Mary Martha Firth, Sarah Ann Gardlund, Elizabeth Greenland, Violet Therese Jerome, Peter Kay Sr., Mary Rose Kendi, Ruby Anne McLeod, Catherine Martha Mitchell, Eunice Mitchell, Joan Ross Nazon, Annie Moses Norbert, Alfred Semple, Sarah Simon, Ellen Catherine Vittrekwa, Jim Julius Vittrekwa
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 it