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
Abstract It is vitally important that Indigenous youth are provided a forum to express and share their expertise and knowledge on all matters that affect and impact their lives. Through the use of photo-voice, this qualitative study provided the space for eleven youth from (location withheld for review) to share their perspectives on their community and environment, their lives, and how they conceptualize childhood. Employing the theoretical frameworks of the Sociology of Childhood, children’s rights, desire-centred research framework, and an Indigenous culturally responsive method, four over-arching themes emerged – the importance of: i) relationships; ii) health and well-being; iii) knowledge; and iv) community and culture. The youth in this study demonstrated their capacity to identify and share their unique perspectives on their community and proficiencies in assessing their community’s strengths and challenges – further demonstrating that youth are not merely passive subjects of social structures, but competent citizens able to contribute to change in authentic ways.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 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