The rapidly changing Arctic and its societal implications
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
Abstract The Arctic is undergoing rapid climate change and is projected to experience the most warming this century of any world region. We review the societal aspects of these current and projected changes. Indigenous knowledge and local knowledge holders living in communities across the Arctic have detected unprecedented increases in temperature, altered precipitation regimes, and changing weather patterns, documenting impacts on terrestrial and marine environments. These local observations situate climate change as one of multiple interacting stressors. Arctic societies have exhibited resilience to climate change, but vulnerabilities are emerging at the nexus of changing environmental conditions and socioeconomic pressures. Infrastructure is highly susceptible to permafrost thaw, coastal erosion, and sea level rise, compounded by the age of infrastructure, maintenance challenges, and cost of adapting. Livelihoods and cultural activities linked to subsistence harvesting have been affected by changes to wildlife, with coping mechanisms undermined by long‐term processes of land dispossession and landscape fragmentation. Reduced sea ice coverage and changing ice dynamics are creating opportunities for enhanced shipping, oil and gas production, and deep‐water fisheries. Legal, infrastructural, economic, and climatic challenges are expected to constrain such developments, with concerns over the distribution of potential benefits. Adaptation is already taking place in some sectors and regions, with efforts directly targeting climate impacts and also addressing underlying determinants of vulnerability. Barriers and limits to adapting are evident. Research that develops projections of future climate impacts is advancing, but studies examining the implications of such changes for communities or economies remain in their infancy. This article is categorized under: Trans‐Disciplinary Perspectives > Regional Reviews
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.013 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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.
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