Two voices (Sylvia Jamieson Sandy, Mohawk, Ontario)
Bibliographic record
Abstract
Two Voices is the story of Sylvia Jamieson Sandy, a 95 year old Elder and Clan Mother of the Wolf Clan, Mohawk Nation, Six Nations Territory on the Grand River. The thesis employs the methodology of borrowing in which the participants use each other’s gifts and talents; the participants are Sylvia and her urban-raised cousin who has been entrusted by Sylvia to carry her story outside of Six Nations Territory. In her own words, Sylvia tells of her experiences and memories of the Jamieson family, and her life as a teacher, an entrepreneur, a community member and Elder. Sylvia’s story, spanning most of the twentieth century, shows the effects of assimilation on her people, the degree to which assimilation has penetrated and changed Haudenosaunee culture and Sylvia’s own adjustment to and battles against this encroachment. Included are discussions of Sylvia’s agency, independence and her life long service to her family, her community and her people. The collaboration from which Two Voices arose also highlights how Sylvia helped to bring home her urban-raised cousin.
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.
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 | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.016 | 0.003 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.014 | 0.002 |
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".