Journey to the honour song: stories of first nations student success
Bibliographic record
Abstract
The study is an interpretive work regarding the cross-cultural and paradigmatic experiences of First Nations students attending and graduating from university. It is an arts based, imaginative and philosophical presentation of clusters of stories concerning the journey of First Nations students through university when they are expected to conform to Euro-Canadian post-secondary academic culture. The inquiry depicts and evokes the lived experience of successful First Nations graduates through the medium of fictional story. Storytelling is engaged to investigate and celebrate ways of knowing valued by and integral to Aboriginal cultures, and in order to contextualize and convey insights about the journey of First Nations university students in a manner that makes the pathway accessible to future generations. The inquiry results from twenty years of acculturation among First Nations students, learning from, adopting and appropriating many First Nations perspectives and understandings shared by the courageous students who taught me about their experience in my capacity as educator and university programme co-ordinator/instructor between 1984- 2005. Beginning with a conventional Euro-Canadian thesis format, the study, moves across knowledge cultures to weave First Nations myth, legend, poetry and song with contemporary fictionalized accounts of the experiences of Aboriginal students in postsecondary learning settings. Embedded in the stories is information that may relate to educational processes such as admissions, or course selection, and to more personal and learning matters such as motivation, First Nations history, acquiring success and the esoteric of power. The stories highlight the perspectives of First Nations students on the interactions between their cultural paradigms and academics. The empowering stories of university success carry the potential to inspire, to teach, to create change and promote healing for prospective First Nations students and educators who work beside them.
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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 | 0.004 | 0.014 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.016 | 0.012 |
| Scholarly communication | 0.008 | 0.007 |
| Open science | 0.002 | 0.007 |
| Research integrity | 0.003 | 0.005 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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".