Introducing Offlineness: Theorizing (Digital) Literacy Engagements
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
In this Insights essay, we propose a new concept of offlineness that builds on current language around digital practices, yet addresses an element of young people’s experience that is not adequately represented in current research or educational discourse. This work is informed by a recent cross-national arts-based research project that highlighted the limitations of the discourse ascribed to the nature of young people’s engagement with digital literacies. We propose a (re)theorization, which builds on a critical review of current conceptual research and digital commentaries. Theorizing offlineness as a continuum between online and offline practices is tantamount to a paradigm shift toward more nuanced understandings of young people’s digital practices. It offers researchers and educators a more precise way to speak to young people’s digital experiences, providing a productive tool to (re)construct learning and inquiry spaces in literacy research and education.
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 | 0.003 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.003 | 0.004 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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