Exploring the Placelessness of Reading among Older Teens in a Rural Municipality
Bibliographic record
Abstract
This is a final accepted manuscript and some of the formatting is different from the final published version. Please cite the final published version when possible. Situated in a review of rural, cultural, and youth geographies, this article reports on a qualitative study of the role of reading and libraries in the lives of older rural teenagers. The primary method of data collection was the use of in-depth, flexibly structured interviews with twenty-seven youth between the ages of fifteen and nineteen years, supplemented with data from unobtrusive observation and environmental scanning in a specific geographic locale. Four themes are discussed: the habitual, quotidian reading of teenagers; the shifting visibility of the public library; the Internet and the World Wide Web as a default reading site; and the temporal constraints on reading for pleasure. With the use of ideas informed by cultural geography, the space of nonactive teen readers and the placelessness of reading are explored.
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How this classification was reachedexpand
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.006 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".