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
On March 6, 2018, the Grand Chamber of the Court of Justice of the European Union (CJEU or Court) rendered its judgment in Slowakische Republic (Slovak Republic) v. Achmea B.V. ( Achmea decision) in response to the German Federal Court of Justice's ( Bundesgerichtshof ) request for a preliminary ruling. Deciding for the first time on the compatibility of the arbitration provision in bilateral investment treaties (BITs) with European Union (EU) law, the Court concluded that the investor-state arbitration clause in the Dutch-Slovak BIT was incompatible with EU law because it violated the principle of autonomy. The Court will soon respond to Belgium's request for an Opinion on the Canada-EU free trade agreement (FTA), where it will rule on the compatibility of extra-EU investment agreements with EU law.
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 | 0.001 | 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 | 0.001 |
| Scholarly communication | 0.000 | 0.003 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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