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Reframing climate security: The “planetary” as policy context

2024· article· en· W4401730675 on OpenAlex

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueGeoforum · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicClimate Change, Adaptation, Migration
Canadian institutionsBalsillie School of International AffairsUniversity of Victoria
Fundersnot available
KeywordsCognitive reframingContext (archaeology)Climate changePolitical scienceClimate policyNatural resource economicsEconomicsGeographyOceanographyPsychologyGeologySocial psychologyArchaeology

Abstract

fetched live from OpenAlex

• Conventional climate security discussions fail to grapple with earth system science. • Climate security should be reformulated in terms of the current planetary context. • Adaptability, sustainable habitats and fossil fuel control are the key elements needed. • Major derailment risks loom if urgent climate change action isn’t undertaken. Much of the discussion under the label of “climate security” focuses on potential conflicts and disruptions in peripheral locations in the global south putatively triggered by climate change. If, however the analysis starts with climate, and the earth system as the point of departure for analysis, then things look very different. The speed and scale of climate disruptions is accelerating. Earth system science suggests that urgent action is needed to deal with climate change; waiting too long may make the issue impossible to address. Framing matters in terms of a planetary condition and focusing on climate rather than national security as the starting point for analysis suggests very different policy priorities. Reframing climate security to grapple with the planetary condition requires policies that first, facilitate adaptation, second work to make sustainable habitats for humanity and third, work to drastically constrain the use of fossil fuels urgently. Here, proposals for fossil fuel non-proliferation treaties and similar measures analogous with earlier arms control agreements. This provides the security sector with a much-needed direct engagement with the causes of climate change and its resultant disruptions while simultaneously reframing climate as a matter of planetary rather than national security. Tackling climate change is a matter of urgency, and failure to so effectively in the short run my derail needed efforts later, simply because the resources to do so are no longer available.

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 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)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.879
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.001

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 head0.053
GPT teacher head0.334
Teacher spread0.281 · 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