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Record W282985453

Can technology bring on a revolution? A study of transformation in the governing system of reindeer husbandry in Sweden.

2014· article· en· W282985453 on OpenAlexvenueno aff
Annette Löf

Bibliographic record

VenueEcology and Society · 2014
Typearticle
Languageen
FieldSocial Sciences
TopicEuropean and International Law Studies
Canadian institutionsnot available
Fundersnot available
KeywordsAdaptabilityLivelihoodIndigenousCorporate governanceClimate changeEnvironmental resource managementHuman systems engineeringClimate governanceEnvironmental planningBusinessPolitical scienceEnvironmental ethicsGeographyEcologySociologyEconomicsSocial scienceBiology
DOInot available

Abstract

fetched live from OpenAlex

We live in a complex, interconnected and constantly changing world. Human driven global climate change is now a local reality that reinforces the inherent need for adaptability in human systems. Adaptability, the capacity to adapt to disturbance and change and navigate system transformation, can be understood as a function of socio-political interactions. The capacity of governing systems to deal with novel challenges through novel forms of interaction is a key issue in the governance literature, but which is only beginning to be explored. We therefore know little of how global change will impact the local level and how institutions and governing systems will respond.The need for adaptability is likely to be more pronounced for tightly coupled human-environmental systems. Indigenous and natural resource dependent communities in general, and in the Northern hemisphere in particular, are among the most exposed to ongoing and projected climate change. In Sweden, reindeer husbandry is an Indigenous Sami livelihood and extensive land-use practice highly exposed to weather conditions and increasing competition over land and resources. Whereas herders struggle to deal with the challenges that now confront them, the practice is also known as resilient and sustainable, having withstood large-scale social, ecological and economic change before.The aim with this thesis is to explore adaptability from a governancetheoretical perspective in the case of Sami reindeer husbandry in Sweden. The thesis thereby contributes to the emerging literatures on governance and adaptability and addresses empirically identified needs.Theoretically, the thesis draws on Kooiman’s interactive governance framework, which offers a multidimensional approach to governance analysis where structural aspects are addressed through modes (self-, coand hierarchical governing) and intentional aspects through governing elements (images, instruments and action). While conceptually encompassing, the framework has rarely been employed in empirical analyses. In advancing an operationalisation of the framework based on governing orders (operational, institutional and meta-order), the thesis thereby makes a theoretical contribution.Designed as a qualitative case study, the thesis explores how reindeer husbandry is governed and how governing has changed over time (institutional and meta-order); how the governing system restricts or facilitates adaptation and transformation (operational order); and how a governance-theoretical perspective can contribute to our understanding of adaptability. Methods include document analysis, focus groups, interviews and participatory observation. Studies focussing the operational order have been conducted in collaboration with Vilhelmina North reindeer herding community in Vasterbotten county, Sweden.The results show that only marginal change has occurred over time and state actors still dominate governing interactions. The governing system is riddled with inconsistencies among governing elements and particularly problematic is the lack of coherence between different meta-order images and between different actors. This gives rise to divergent and conflicting views as to ‘what’ the system of reindeer husbandry is and explains some of the observed governing inaction and limited problem-solving capacity of the governing system. Herders are currently highly restricted in their opportunities for adaptation and transformation and the governing system therefore acts restricting rather than facilitating on adaptability. By adopting a governance-theoretical approach, adaptability as a system quality has been decomposed and challenged and the important role of governing images and power in determining adaptability has been highlighted. It has called attention to questions such as who is forced to adapt, how images and governing interactions are constructed, and how different socio-political actors can exercise influence over the governing system and interactions taking place therein.The thesis calls for more critical and empirical research on adaptability and argues that future studies need to situate and balance adaptability against other fundamental values and rights. In the case of reindeer husbandry, efforts are needed to create a better internal fit between governing elements as well as between involved socio-political actors. This could enable more equal governing interactions with other land-users and thereby contribute to mitigating conflicts as well as increasing adaptability.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.004
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.024
Threshold uncertainty score0.066

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0080.016
Scholarly communication0.0100.004
Open science0.0010.005
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0020.000

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.

Opus teacher head0.015
GPT teacher head0.272
Teacher spread0.257 · 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; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreEmpirical

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
Published2014
Admission routes1
Has abstractyes

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