The Yearbook on International Investment Law & Policy 2012-2013
Bibliographic record
Abstract
The Yearbook on International Investment Law & Policy is an annual publication which provides a comprehensive overview of current developments in the international investment law and policy field, focusing on recent trends and issues in foreign direct investment (FDI), investment treaty practice, and investor-state arbitration.\nToday, international investment law consists of a network of multifaceted, multilayered international treaties that, in one way or another, involve virtually every country of the world. The evolution of this network raises a host of issues regarding international investment law and policy, especially in the area of international investment disputes. The Yearbook on International Investment Law & Policy 2012-2013 monitors current developments in international investment law and policy, focusing on recent trends and issues in foreign direct investment (FDI). With contributions by leading experts in the field, this title provides timely, authoritative information on FDI that can be used by a wide audience, including practitioners, academics, researchers, and policy makers.\nContributions to the Yearbook on International Investment Law & Policy 2012-2013 cover the 2012-2013 trends in international investment agreements, the Foreign Direct Investment (FDI) trends, and the challenge of investment policies for outward FDI, as well as a review of 2012 international investment law and arbitration. This edition contains essays from the Symposium on Sustainable Development and International Investment Law: Bridging the Divide. Also included are general articles providing an analysis of arbitral tribunal practice regarding the applicable law to state contracts under the ICSID Convention in the Twenty First Century; the role of municipal laws in investment arbitration; the status of state-controlled entities under international investment law, the US and the Trans-Pacific partnership (TPP); new 2012 US Model BITs; and the Regulation of FDI in Bolivia. This volume concludes with the winning memorials from the 2012 FDI International Moot Competition.
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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 | 0.009 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.005 | 0.008 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.009 | 0.004 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.122 | 0.069 |
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".