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Record W7034291726

Symbolic coping in Canada’s coal phaseout : applying social representations dynamics to communities in transition

2021· other· en· W7034291726 on OpenAlexaboutno aff

Bibliographic record

VenueEpsilon Archive for Student Projects (University of Southampton) · 2021
Typeother
Languageen
Field
Topic
Canadian institutionsnot available
Fundersnot available
KeywordsGovernment (linguistics)PopulationProcess (computing)Context (archaeology)Element (criminal law)Sustainability
DOInot available

Abstract

fetched live from OpenAlex

The Canadian federal government has introduced policy to phase out coal-fired electricity generation by 2030, as part of its climate change mitigation commitments under the Paris Agreement. The policy plan, positioned as a just transition, includes funding and measures to help workers and communities manage economic difficulties arising from the coal phaseout. Sustainability transitions, however, are rarely a purely economic process, as changes in demographics, values, norms and meanings may also ensue. Understanding this process as one of symbolic coping, wherein coal communities must socially come to terms with the phaseout and the resulting threat to their identities, adds another dimension to the just transition concept.
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\nThis study aimed to better understand the social-psychological processes of sense-making in sustainability transitions, by investigating how coal communities are understanding and coping with the coal phaseout, and how social representations of the coal industry are transforming as a result. Social representations theory (SRT) was the main conceptual framework used, as it explores group-level common-sense understandings, which can be useful in analyzing processes of disruption or transition. Through qualitative case study research in two coal producing communities in Saskatchewan, one of four Canadian provinces affected by the coal phaseout, I explored the dynamics of the social representation of the local coal industry. Using the central core approach to SRT, I identified a core element based in shared history, stability and prosperity, which seemed to provide a foundation for making sense of the coal phaseout policy. From this foundation, I found two models of social representation transformation, resisting and progressive, implicating a split in the social representation of community life after coal. With this theoretical application, I explored social implications of the Canadian coal phaseout, illustrated a model of social representation transformation, and demonstrated a framework that can be applied to transition research in other contexts. I also discussed potential governance implications for designing just transition policies.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.400
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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 head0.034
GPT teacher head0.287
Teacher spread0.254 · 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 teacher head, not a consensus.

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".

Quick stats

Citations0
Published2021
Admission routes1
Has abstractyes

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