Timescapes of Community Resilience and Vulnerability in the Circumpolar North
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
Historical relationships between people and a changing Arctic environment (which constitute a social-ecological system, or SES) can offer insights for management that promote both social and ecological resilience. The continued existence of healthy renewable resources around communities is particularly important, as subsistence and commercial use of local resources are often the only practical avenues to healthy, long-term security for those communities. Our research draws on the position that SESs exist in an environment that is explicitly temporal: frequently cyclic, changing, contextual, and contingent. Therefore, the causes and effect of disturbances to SESs are rarely temporally linear; instead, they are characterized by a complex array of hysteretic effects and alternate (possibly repeating) states. The term 'timescapes' describes the time-space context element and its fundamental importance to sustainable practices. We investigate social-ecological timescapes of the circumpolar North in relation to four primary provisioning practices (hunting/gathering, pastoralism, agriculture, and market-based economy). Broadly, we identify distinct social-ecological states, interspersed with periods of change. For specific communities that have maintained their existence through a series of periods of profound change, we propose that elements of social and ecological resilience have been neither incrementally lost nor gained through time; rather, they have waxed and waned in accordance with specific, and sometimes repeating, conditions. To maintain their existence, we believe, communities have had to maintain their ability to recognize gradual or rapid changes in social, ecological, or economic conditions and reorganize themselves to adapt to those changes, rather than to any specific outcomes of a change. That is, they have adapted to a dynamic environment, not a preferred state. However, centralized Western management, despite fundamental flaws in accounting for local linkages between culture, economics, and the environment, is increasingly circumscribing local practices. We believe that the significant challenge of maintaining equity and resilience of remote communities, within and outside the Arctic, will necessitate incorporating localized cultural values and decision-making processes that fostered prior community existence with (data from) Western interdisciplinary research.
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 | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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