Bibliographic record
Abstract
Abstract Copyright is a bundle of rights granted to the creators of literary, artistic, and scientific works such as books, music, films, or computer programs. Copyright, as one of the most controversial areas of communication law and policy, has always been the subject of political contention; however, debates surrounding the subject have reached new levels of controversy since the 1990s as a result of the new formats of creative works made possible by digital media, and as a result of the new practices of authorship, creativity, consumption, collaboration, and sharing that have arisen in light of networking and social media. Technological change has not been the only driving force of change; social and political change, including changing concepts of authorship, the recognition of the rights of women and indigenous peoples, and the changing structures of international relations and international civil society, have also been reflected in copyright law. Copyright policymaking has become an increasingly internationalized affair. Forum-shifting has contributed to the proliferation of regional and international copyright policymaking forums under the rubric of stand-alone intellectual property institutions such as the World Intellectual Property Organization (WIPO), as well as under institutions dedicated more broadly to international trade negotiations. Communication scholars and others have contributed extensively to the field of copyright and intellectual property law. Communication scholars have made significant contributions in examining the cultural significance, political economy, history, and rhetoric of copyright, drawing on diverse fields that include cultural studies and critical political economy. Communications scholars’ influence in the field of copyright scholarship has been significant.
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.
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 | 0.003 | 0.018 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.015 | 0.008 |
| Open science | 0.003 | 0.004 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.665 | 0.593 |
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".