Electronic Books Impact Global Environment—An Empirical Study Focus on User Perspectives
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
This study examines the differences in behavior perspectives between the users of ebooks and printed books. The study focuses on a range of behavioral issues about ebook adoptions. These managerial issues will not only be strategic to the publishing industry and the paper industry’s bottom lines, but will also impact our future environment. The study finds the respondents spent slightly more time on reading printed books compare to ebooks. Digital books, however, have significant advantages in many aspects over the printed books. Although ebook adoption is a rapidly growing trend, it still lacks some of the advantages of the traditional printed books, e.g. there are many different and incompatible platforms for the usage of ebooks, and the consumers do not need to have the concern of a copyright for printed books. The findings of this preliminary study suggest that publishers may need to promote ebooks more aggressively and not only as a way to reduce the cost, but also as a way to preserve our global environment.
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 | 0.000 | 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 | 0.001 | 0.002 |
| Open science | 0.000 | 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 it