Bibliographic record
Abstract
States have the practice of protecting foreign investments through investment treaties, designated variously as bilateral investment treaty (BIT); foreign investment protection and promotion agreement; multilateral agreement of investment (MAI), in English; Traité bilatéral d’investissement, in French; and Tratado Bilateral de Inversión, Acuerdo para Promoción y Protección Recíproca de Inversiones, in Spanish. Currently, BITs are an important source of investment protection. A BIT is an agreement executed between two states whose purpose is to promote and protect investments in the territory of one contracting state (the “host state”) made by investors from the other contracting state while furthering the development of both states. Although not all BITs have the same content, most of them contain—inter alia—provisions concerning the definition of investments and investors under the protection of the treaty and the standards of treatment and mechanisms for the settlement of disputes between states or between foreign investors and states. The first BIT was signed between Germany and Pakistan in 1959. At present, there are more than 2,700 BITs in force, concluded not only between developed and developing states, as was their original intent, but also between developing states or between developed states. Some states have a Model BIT, which is used as a basis in investment treaty negotiations. For example, in the last decade the following examples can be mentioned: India 2003 Model BIT, Canada 2004 Model BIT, France 2006 Model BIT, Colombia 2007 Model BIT, Norway 2007 Draft Model BIT, Germany 2008 Model BIT, and United States 2012 Model BIT. Apart from BITs, there are some regional treaties, treaties of commerce, or free trade agreements, that contain a chapter referred to as the protection of foreign investment. For the time being, there is no general multilateral agreement for the protection (and promotion) of foreign investment, despite the attempts to adopt a MAI within the Organisation for Economic Co-operation and Development.
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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 | 0.007 | 0.015 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.002 |
| Bibliometrics | 0.003 | 0.005 |
| Science and technology studies | 0.007 | 0.003 |
| Scholarly communication | 0.011 | 0.005 |
| Open science | 0.003 | 0.004 |
| Research integrity | 0.010 | 0.013 |
| Insufficient payload (model declined to judge) | 0.081 | 0.035 |
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".