Bibliographic record
Abstract
Globalisation of legal matters and the inherent necessity of having to litigate in foreign courts or to enforce judgments in other countries considerably complicate civil proceedings due to great differences in civil procedure. This may jeopardize access to justice. As a result, the debate on the need for the harmonisation of civil procedure becomes ever more prominent. In recent years, this debate has gained in importance because of new legislative and practical developments both at the European and the global level. These developments require further study, amongst other things the bringing about of the ALI/UNIDROIT Principles of Transnational Civil Procedure and some recent European Regulations introducing harmonised procedures, as well as problems encountered in the modernization of national civil procedure and in attempts for further harmonisation. This book discusses the globalisation and harmonisation of civil procedure from various angles, including fundamental (international) principles of civil justice, legal history, Law and Economics and (European) policy. Attention is also paid to the interaction with private international law and private law (Part I: Different perspectives on globalisation and harmonisation). European and global projects that aim at the harmonisation of civil procedure or provide guidelines for the fair and efficient adjudication of justice are discussed in a subsequent part of the book (Part II: Harmonisation in a European and global context). The volume further includes contributions that focus on globalisation and harmonisation of civil procedure from the viewpoint of various national jurisdictions (Part III: National approaches to globalisation and harmonisation).
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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 | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.005 |
| Science and technology studies | 0.006 | 0.008 |
| Scholarly communication | 0.019 | 0.007 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.008 | 0.004 |
| Insufficient payload (model declined to judge) | 0.041 | 0.006 |
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".