Municipalities at the crossroads: Deciphering the nexus between municipal insolvencies and international investment mandates
Bibliographic record
Abstract
Abstract Navigating the convergence of domestic governance and international investment law presents multifaceted challenges in an ever‐globalizing world. The recent bankruptcy of the Birmingham City Council in September 2023, burdened by substantial debt from equal pay claims, serves as a poignant example, illustrating the potential widespread effects of local financial crises on international investment protections and obligations. The discourse explores the complexities arising from municipal insolvencies and the implications of such local fiscal policies on international investment obligations. The lens of international arbitral tribunals sheds light on the dilemmas faced when local realities vie with global responsibilities, especially concerning investor protections and Bilateral Investment Treaties. Decentralized states add another layer of intricacy, balancing regional policies with overarching international commitments. As the landscape of international investment law transforms, both state entities and investors must understand and adapt to the evolving interplay. The synthesis of these two realms is crucial in today's globalized era. Through proactive policy‐making, stakeholder dialogues, and a keen understanding of both local and global dynamics, a harmonious fusion of domestic objectives and international obligations can be achieved.
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.
How this classification was reachedexpand
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 | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".