Contemporary Tendencies in Mediation
Bibliographic record
Abstract
Mediation is not a trend in non-common law countries anymore: it is a reality.Almost seven years have already passed from the Directive 52/2008/ CE, which established a communitarian framework for mediation in civil and commercial matters in the European Union and required the member States to adapt their legal systems to contemplate this sort of Alternative Dispute Resolution (ADR).Many important economies followed the same path in different countries in Asia, Russia and Latin America.Mediation became an important tool in different fields and notably in conflicts concerning family, civil and commercial law as well as restorative justice.In countries like United States, England and Canada, where mediation flowered before, the past decade represented also an important growth with new rules and maturity in the literature and practice.In those systems, complex conflict have reached mediation as the Canadian case of ADR and Aboriginal-Crown Conciliation articulated in this book in the contribution of Roshan Danesh and Jessica Dickinson.Applying mediation to sophisticated conflicts and improving techniques help the field to become more solid and known in the hard mission to promote conflict resolution and peace based on interest-based models.On the other hand, in the international scenario, mediation progresses call the attention because of its new impact and interfaces in traditional dispute resolution means as arbitration and new technologies prospering also in online dispute resolution.Accordingly, the context was never so fruitful for exchanging experiences and theoretical points of view.The globalization accelerates reciprocal influences in different legal systems and facilitates the understanding between scholars and practioners from all over the world.Therefore, the purpose of this book was to create a channel to assemble some of these exchanges.From the conflict view, a Brazilian scholar José Paulo Marinho faces in his text the limitations of ADR methods.His approach can be elucidating in the legal moment for mediation in Brazil, since it has its first signs of mediation regulation approved in the New Procedural Code and runs to a specific new framework for civil and commercial mediation in a Bill of Law still pending of 1 Leading up-to-date works are: Andrews on Civil Processes (vol 2, Arbitration and Mediation ) (
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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 | 0.010 | 0.013 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.017 | 0.067 |
| Scholarly communication | 0.019 | 0.015 |
| Open science | 0.003 | 0.011 |
| Research integrity | 0.008 | 0.011 |
| Insufficient payload (model declined to judge) | 0.013 | 0.003 |
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".