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Record W6926413337 · doi:10.22363/2687-0088-36752

Review of Douglas Mark Ponton. 2024. Exploring Ecolinguistics: Ecological Principles and Narrative Practices. Bloomsbury

2025· article· en· W6926413337 on OpenAlex

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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueRussian Journal of Linguistics · 2025
Typearticle
Languageen
FieldArts and Humanities
TopicEcocriticism and Environmental Literature
Canadian institutionsnot available
Fundersnot available
KeywordsNarrative

Abstract

fetched live from OpenAlex

in 2024 under the esteemed banner of Bloomsbury, constitutes a work of profound significance within the field of ecolinguistics, elucidating the intricate interplay between language and ecology.The author delves deeply into a series of pivotal issues concerning how language influences environmental perception and subsequent human actions, as previously addressed by renowned authors such as Fairclough (2015), Stibbe (2015), Fill and Penz (2018), Ross (2019), and Thompson (2019).This review aims to scrutinize the principal themes presented by the author and emphasize their relevance in linguistic and environmental research.The publication begins with a citation from David Suzuki, renowned for his program 'The Nature of Things' 1 .This citation emphasises the urgency for an honest assessment of the economic system's adverse impact on the environment.Ponton employs this citation as a point of departure to explore the relationship between language and the environment, accentuating how the way we narrate stories about the environment can sway our perceptions and actions.This aspect is necessary within the realm of ecolinguistic studies as it proves the potency of environmental narratives in shaping environmental policies and human actions.A focal element of the book involves an analysis of the roots of modernity, encompassing industrial, technological, and informational revolutions.Ponton 1 "The Nature of Things" is a Canadian television series featuring documentary programs.It first aired on CBC Television on November 6, 1960.Most of the programs focus on nature and the impact of human activities on it, but the series also covers documentaries on various scientific subjects.

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 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)0.006
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.965
Threshold uncertainty score0.758

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.056
GPT teacher head0.289
Teacher spread0.233 · 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