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Record W2782599232 · doi:10.2458/v8i1.21628

Beneath the Surface: Critical Essays in the Philosophy of Deep Ecology. Edited by Eric Katz, Andrew Light, and David Rothenberg. Cambridge, MA & London, UK: The MIT Press (2000). Reviewed by J. Stan Rowe

2001· article· en· W2782599232 on OpenAlex
Stanislav Shmelev

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueJournal of Political Ecology · 2001
Typearticle
Languageen
FieldEnvironmental Science
TopicEnvironmental Philosophy and Ethics
Canadian institutionsUniversity of Saskatchewan
Fundersnot available
KeywordsEnvironmental ethicsPhilosophyHistory

Abstract

fetched live from OpenAlex

Ecology is the "skin-out" study of what envelops and influences things, as compared to physiology with its focus on "skin-in" functions--which leads to the thought that the appropriate title for those primarily concerned with their inner soul/selves is "Deep Physiologists." In contrast, the name Deep Ecology (DE) suggests exploration of human ecology to its outer limits, asking what is the reality of people's relationship to the world that envelops them, and what ethical actions flow from that relationship? Over the last quarter century Arne Naess has been the most influential voice of eco/philosophy and eco/sophy (ecological wisdom) in the Western world.

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)0.002
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.180
Threshold uncertainty score0.755

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.002
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
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 head0.016
GPT teacher head0.263
Teacher spread0.247 · 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