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Record W7061208841

A Post-Environmental Discourse: Rhetoric, Science and Legitimacy in Environmental News Coverage of Lake Winnipeg, Canada

2012· article· en· W7061208841 on OpenAlexaboutno aff

Bibliographic record

VenueResearchArchive–Te Puna Rangahau (Victoria University of Wellington) · 2012
Typearticle
Languageen
FieldPhysics and Astronomy
TopicMagnetic confinement fusion research
Canadian institutionsnot available
Fundersnot available
KeywordsLegitimacyRhetorical questionMainstreamEnvironmental communicationPublic discourseEnvironmentalismReputationDiscourse analysisNews media
DOInot available

Abstract

fetched live from OpenAlex

In post-environmental news discourse, environmentalism is reduced to a rhetorical motif that is relayed by all sides of the political debate, including the environmental opposition. The phase of post-environmentalism in environmental discourse is indicated by the absorption of environmental messages into mainstream discourse so that they are no longer 'owned' by subversive environmentalists, but by anyone claiming to represent the cause. The result is that a counter-discourse is no longer present in the discussion to challenge dominant assumptions about unlimited economic growth. Using critical discourse analysis, this thesis examines the news coverage of governmental regulations aimed at reducing toxic algae in Lake Winnipeg, Canada. The thesis describes how the science is used in the narratives, and compares patterns of doubting science in the coverage with similar patterns found in news discourse historically. The analysis shows that the pro-lake cause is recruited throughout the coverage to boost legitimacy for the Manitoba hog industry and the City of Winnipeg, who leveraged public campaigns opposing the regulations. Rather than contributing to a public understanding of the tension between environmental and economic paradigms, the simplistic cost-benefit analysis of the regulations in the coverage decontextualises the problem from its complex political-economic origins. Furthermore, rather than presenting environmental science in a way that aids public understanding, science is either credited or discredited to reinforce the industry and governmental positions. The need for transparent communication of environmental problems and their causes is thus hindered by the legitimacy claims-making that dominates the discourse. The repeated and shared voicing of environmental messages in the media further embeds the discourse into a post-environmental phase by excluding a counter-discourse from the discussion – environmentalism becomes talked about by everyone, and yet discussed by no one.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.280
Threshold uncertainty score0.989

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0010.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0120.000

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 head0.006
GPT teacher head0.214
Teacher spread0.208 · 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 designObservational
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
Published2012
Admission routes1
Has abstractyes

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