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
Technological developments have shaped copyright law's development, and now the prospect of endless, effortless digital copying poses a significant challenge to modern copyright law. Many complain that copyright protection has burgeoned wildly, far beyond its original boundaries. Some have questioned whether copyright can survive the digital age. From a historical perspective, however, many of these 'new' challenges are simply fresh presentations of familiar dilemmas. This book explores the history of international copyright law, and looks at how this history is relevant today. It focuses on international copyright during the nineteenth century, as it affected Europe, the British colonies (particularly Canada), America, and the UK. As we consider the reform of modern copyright law, nineteenth-century experiences offer highly relevant empirical evidence. Copyright law has proved itself robust and flexible over several centuries. If directed with vision, Seville argues, it can negotiate cyberspace.
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 | 0.000 | 0.000 |
| 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 it