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Record W6930752391 · doi:10.5281/zenodo.15159428

An Overview on Association(s) of the Study of Literature and Environment (ASLE) and Its Branches around the World

2025· article· en· W6930752391 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

VenueZenodo (CERN European Organization for Nuclear Research) · 2025
Typearticle
Languageen
FieldEngineering
TopicAdvanced optical system design
Canadian institutionsnot available
Fundersnot available
KeywordsInstitutionCriticismEnvironmental impact assessment

Abstract

fetched live from OpenAlex

Abstract The emergence of eco criticism in the United States acquired significant traction in 1990 with the founding of Association of Literature and Environment (ASLE), an institution dedicated to the examination of the interplay between literature, criticism, and environmental studies. The initiative fosters the production of scholarly and research-based writing by authors, academics, environmentalists, and researchers, with the aim of promoting environmental consciousness. The primary goal of this institution is to raise awareness among individuals in society about the environment, with a focus on integrating human beings, society, culture, and traditions in the preservation and appreciation of nature. The organisation bestows accolades, prizes, substantial funding, and opportunities for worldwide dissemination to innovative environmental authors and critics, showcasing their renowned works. The present paper mainly focuses on the basic understanding of ASLE-India, UK, WLA, ASLE-Japan, ASLEBrazil, Taiwan, Canada, Asia and Pakistan etc… Key Words: ASLE, Its Branches, Introduction

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)0.000
metaresearch head score (Gemma)0.000
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: Empirical
Teacher disagreement score0.833
Threshold uncertainty score0.247

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
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)0.0000.000

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 head0.023
GPT teacher head0.241
Teacher spread0.218 · 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