Bibliographic record
Abstract
The outline of the tipi symbolizes community connectedness and a place of warmth, security, wellness, and sacred tradition and value. Inside the tipi, two individual vines intertwine: one representing corporate Canada and the government, and the other representing Indigenous peoples. The intertwining vines embody reconciliation between these two groups through acceptance, balance, understanding, and engagement. Both vines show a similar level of support, highlighting that Indigenous peoples are equally capable, powerful, knowledgeable, and hard-working as mainstream society. Together, through reconciliation, we can contribute greatly to the Canadian economy through our history, land, and resources. That’s why I chose to have the intertwined vines holding up the Earth (economy). The “Turtle Island” landmass on the Earth acknowledges the land of Indigenous peoples, affirming our equal right to be involved in shaping the economy. With a call to action, we can make it happen and increase opportunities for ourselves in the process. The image represents the vision of economic reconciliation, with the value of this vision held within the tipi. Through the intertwined vines and acknowledgment of Turtle Island, the image conveys the message that Indigenous peoples have an equal right to shape the Canadian economy. By taking action, we can make this vision a reality and increase opportunities for ourselves.
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 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 | 0.003 | 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 | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 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".