Bibliographic record
Abstract
Survivance ( www.survivance.org ) is an indigenous social impact game that honours storytelling and art as self-determined pathways to healing from historical trauma caused by colonization in Turtle Island (North America). Survivance is adapted from the multimedia health and wellness project Discovering Our Story, which was developed by the non-profit organization Wisdom of the Elders alongside indigenous storytellers. A playtesting study of the prototype was conducted with urban indigenous players living in Portland, Oregon, to determine the impact of Survivance. This paper describes the development process, design, playtesting, and outcomes of playtesting the game in the context of biskaabiiyang methodology, an Anishinaabe approach of “returning to ourselves”. Playtesting shows that intergenerational exchanges of traditions, stories, and art practices are pathways to wellbeing that influence the player's self, various forms of community, and the greater world, while also fostering a reciprocal relationship with spirit.
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 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".