Trends in the development of book printing and book distribution in the world's leading countries through the lens of reading problems
Bibliographic record
Abstract
The features of book distribution systems in different countries of the world are investigated. The role of book clubs and book chains in the way of a book to its reader is revealed. The leading role of the state support for book publishing is outlined. Factors of state support for book publishing and book distribution, such as creating reading development programs, facilitating the opening of new bookstores, organizing book fairs, exhibitions, festivals and other events to support the book, establishing literary prizes and competitions, replenishing library funds, protecting copyright, have been identified. Possibilities of introduction of experience of leading countries of the world (in particular Canada) in support of book publishing and book distribution industry, such as granting of preferential credits, influence on book pricing, introduction of a "fixed" price during book realization, are investigated. The media habits of the inhabitants of different countries of the world have been researched, it has been found out how much time a person spends watching TV programs, listening to music on the radio, reading. Although in the modern world, residents are spending less and less time on the book, preferring other types of entertainment and leisure, the books are no less printable, book publishing remains a large business, valued at $ 151 billion and generating more than cinema, magazines, video games and music. In an effort to survive, book publishers are united in media conglomerates, most of their profits are from book sales. The readers' preferences been investigated. The competitiveness of paper and e-books has been investigated too. The advantages of paper books over e-books have been proved. Research shows that e-books are growing in popularity, but growth has slowed slightly since 2016. It is emphasized that paper books are the basis of reader's attention and demand.
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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 | 0.001 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.008 | 0.022 |
| Science and technology studies | 0.002 | 0.003 |
| Scholarly communication | 0.008 | 0.004 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.013 | 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".