Creating New Norms on Climate Change, Natural Disasters and Displacement: International Developments 2010–2013
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

 
 
 This article provides an account of attempts at the inter- national level to develop a normative framework relating to climate change and migration from late 2010 to mid- 2013. It traces the “catalytic effect” of paragraph 14(f) of the Cancún Adaptation Framework (adopted in December 2010), through to the concerted, but ultimately unsuccessful effort of the United Nations High Commissioner for Refugees (UNHCR) in 2011 to get states to agree to the formulation of a “global guiding framework” on displacement relating to climate change and natural disasters. Finally, the article discusses the creation of the state-led Nansen Initiative in late 2012—a tentative “first step” towards international policy-making in this field—and the outcomes of its first sub-regional consultation in the Pacific in May 2013. 
 
 
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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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