Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Leisure has the potential to contribute to processes of colonization and decolonization. In this paper, we propose using trauma-informed practice as part of a decolonizing process in leisure service provision. While trauma-informed practice continues to have it critiques and limitations from a decolonizing perspective, its recognition of the widespread impact of trauma, the role colonization plays in this trauma, and the value it places on safety, trust, empowerment, collaboration, and practitioner humility and responsiveness may provide leisure professional guidance in decolonizing their practice. This paper presents a project involving Indigenous women, which incorporated aspects of TIP into the facilitation of an arts-based leisure workshop. Using poetic-representation—a method purposefully used to evoke and awaken emotions, the paper highlights experiences of challenge, discovery and release, and collective responsibility. Implications emphasize engaging in a conscious and deliberate process that incorporates arts-based leisure, aims to address colonization (e.g., trauma and oppressive systemic structures), and works towards social justice.
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.
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 | 0.000 | 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 | 0.001 | 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 | 0.000 |
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 it