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Record W4241749027 · doi:10.46692/9781529201277.006

From Paris to Katowice: Moving from Agenda Setting to Recommendations

2019· other· en· W4241749027 on OpenAlexaboutno aff

Bibliographic record

Venuenot available
Typeother
Languageen
FieldSocial Sciences
TopicResearch in Social Sciences
Canadian institutionsnot available
Fundersnot available
KeywordsPolitical scienceOperations researchEngineering

Abstract

fetched live from OpenAlex

This chapter continues the overview and analysis of the second chapter. The story is picked up at the close of the United Nations Framework Convention on Climate Change (UNFCCC) Paris negotiations, which, in the form of the decision of 21st Conference of the Parties (COP21), created a specific entity to work on the issue of migration and climate change and thus marked the beginning of a new era of policy making in this area (Nash, 2018b). This analysis covers the time period from 2015 until the end of 2018, when this entity – the Task Force on Displacement – presented its recommendations. Despite events from the UNFCCC both setting the scene for and closing this chapter, a marked difference from the first 15 episodes detailed in Chapter 2 is that the UNFCCC is much less the focus of policy making, with other policy fora also becoming important and actors that are new to the area creating new spaces for discussion. Episode 16: Platform on Disaster Displacement – the Nansen Initiative mark two After the launch of the Nansen Initiative's Protection Agenda in October 2015, there was a short break before the launch of the Platform on Disaster Displacement (PDD), the successor to the Nansen Initiative. The PDD was launched at the World Humanitarian Summit in Istanbul in May 2016 and, similarly to the Nansen Initiative, has an architecture that is built up around strong state participation. This is particularly highlighted by the fact that the Chair and Vice-Chair of the PDD are states that perform these functions for a term of 1.5 years before the roles are taken up by other members of the PDD's Steering Group of states. The Chair role was held first by Germany, with Bangladesh performing the role of Vice- Chair. In January 2018, Bangladesh moved into the role of Chair, with France becoming Vice-Chair. In June 2019, France moved into the Chair position, with Fiji taking on the Vice-Chair role. Further members of the Steering Group are Australia, Brazil, Canada, Costa Rica, the EU, Kenya, Madagascar, Maldives, Mexico, Morocco, Norway, Philippines, Senegal and Switzerland (PDD, 2017). It is interesting to note that Norway and Switzerland, the two states that were behind the pledges that established the Nansen Initiative in 2012, both continue to be involved, although have not yet taken on a leadership role.

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 imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.425
Threshold uncertainty score0.991

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0750.009

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.

Opus teacher head0.065
GPT teacher head0.436
Teacher spread0.371 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; both teacher heads agree on what is shown here.

Study designNot applicable
Domainnot available
GenreOther

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".

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Citations0
Published2019
Admission routes1
Has abstractyes

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