Bibliographic record
Abstract
Framed from an auto-ethnographic theoretical and conceptual point of entry, this paper intends to reflect on two Indigenous peoples’ folktales told by two raconteurs, Louis Bird, an elder and storyteller from the Swampy Cree Nation (Canada), and the author, who is an African (Shona) storyteller. The two tales are traditional and were handed down orally, which makes the date of their creation or context unknown. Yet, despite the huge geographical and geo-political situatedness between the Shona (Zimbabwe) and the Cree (Canada), it is elements of cultural parallelism in the worlds of the two stories that are striking as they seem to converge and comment on multiple conceptual and thematic strands such as belonging, dispossession, displacement, domination and destabilisation. Besides the remarkable way that they use time as a literary device, both stories seem to demonstrate the ability of traditional Indigenous tales to function as possible legitimate historical records that can possibly offer multiple readings that speak to different audiences beyond a group’s cultural context.
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 | 0.005 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.007 | 0.038 |
| Scholarly communication | 0.009 | 0.009 |
| Open science | 0.002 | 0.006 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.004 | 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".