Adolescents' Agentic Work on Developing Personal Pedagogies on Social Media
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 While current research points out that young people are developing emerging culture of learning in informal spaces, less is known about such digital literacy practices in the Asian contexts where the notion of literacy tends to refer to school literacy. Research on young people's online participatory culture continues to suggest that social media offer affinity spaces where extensive knowledge is acquired, constructed and produced outside of schools. In this paper, we use two case studies on social media as illustrative examples to understand how adolescents shape their learning online. We aim to contribute to the ongoing dialectics on social media and learning by examining how adolescents exhibit agency online. We argue that social media such as Facebook offer high learner agency environments for adolescents to participate in self‐initiated enterprise and allow them to develop personal trajectories for learning. The case studies presented in this paper suggested that the adolescents' pursuit of their passions on online affinity spaces gave rise to intellectual friendships and the development of personal pedagogies.
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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 | 0.000 | 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 it