From Books to the Information Superhighway: Young People's Reading Habits and Internet Use in Iceland
Bibliographic record
Abstract
In mid January 1997 a telephone survey was canied out on a random sample of 800 Icelandic children ages 10, 12,14 and 16 years of age, 100 girls and 100 boys in each age group. The response rate was 88.5%. The purpose was to examine some factors related to publications for children in the Icelandic language, including books as Christmas gifts, reading habits and Internet use. The majority of children in all age groups received books as Christmas gifts, mostly new publications. Reading is a common pastime among children, mostly among the younger groups. Girls read more than boys in all age groups. CDs are more common than bootes as presents among the 14- and 16-year-olds, but computer games are rare, particulary among girls. The Internet is used more by boys than girls in all age groups but use patterns vary as well as choice of access points. The author emphasizes the need to use the Internet systematically as a tool in cultural preservation.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 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 | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".