The Net Generation: Tech-savvy or lost in virtual space?
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
Recent findings from PEW Internet and American Life studies in the US, the JISC Information Behaviour of the Researcher of the Future report and the Educational Testing Service 2006 ICT literacy assessment, all indicate that the students from the Y or Net Generation are not as tech-savvy as portrayed by the world’s media and large Internet software providers. If this is the case, then assumptions currently being made about the information-seeking behaviour of today’s students need to be rectified at the school level to ensure that tomorrow’s citizens are not disenfranchised or disempowered as users in a world where Governments are increasingly committed to the provision of essential services and information wholly online. This paper discusses the secondary results of a much larger PhD study on the information seeking behaviour of the Net Generation and the need for schools and particularly teacher librarians, to become more involved in teaching students how to use the electronic environment effectively.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.009 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 it