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Record W2157974777 · doi:10.5539/jsd.v5n9p98

Revisiting the Operational Principle of Sustainability: Physical and Economic Aspects

2012· article· en· W2157974777 on OpenAlexvenueno aff
Hidenori Nakamura

Bibliographic record

VenueJournal of Sustainable Development · 2012
Typearticle
Languageen
FieldEnvironmental Science
TopicSustainable Development and Environmental Policy
Canadian institutionsnot available
Fundersnot available
KeywordsSustainabilityEmergyNatural resource economicsStock (firearms)EconomicsEcological footprintEnvironmental economicsRenewable energyNatural resourceCivilizationEnvironmental resource managementEcologyPolitical scienceEngineering

Abstract

fetched live from OpenAlex

This paper reviews the ideas of measuring physical and economic sustainability of human civilisation proposed by different schools of thought, namely earth sciences, ecological economics, neoclassical economics and engineering, in order to fill the cognitive gaps between the different disciplines. The paper focuses on physical material and energy flows that enable human economic activities and introduces the distinction between flow and stock, as well as that between material and energy.It proposes a revised operational principle of sustainability, or transition towards new state of civilisation: The overall vision of a civilisation based on natural flow and man-made stock, using natural energy stock during the transition phase, supplemented by the following amended operational principle: (a) Ecological services that are needed to maintain life shall be conserved, and waste and pollution levels shall be within the natural assimilative capacity; (b) consumption shall be within the capacity of renewable resources; and (c) consumption of non-renewable resources shall be associated with investment in renewable substitutes.The paper also provides selected indicators, following the revised operational principle: (a) Degree of dependence on natural hydrocarbon stock regarding fuel consumption for heating, transportation and other motive power as well as electricity generation; (b) Energy profit ratio (EPR) for natural hydrocarbon stock relative to natural energy stock; (c) non-energy ecological footprint for biocapacity; and (d) water stress. These could usefully indicate the past and present state and trend of sustainability, thereby suggesting future limits to human activities.

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)0.002
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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.123
Threshold uncertainty score0.511

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.001
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 head0.008
GPT teacher head0.239
Teacher spread0.231 · 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.

The models applied no category: nothing in the taxonomy fit this work.
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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