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Record W4410176695 · doi:10.1002/pan3.70039

The multiple values of nature show the lack of a coherent theory of value—In any context

2025· article· en· W4410176695 on OpenAlexafffund
Kai M. A. Chan, Rachelle K. Gould, Cecily Maller, Robert Fish, Rosemary S. Hails, Kevin J. Gaston

Bibliographic record

VenuePeople and Nature · 2025
Typearticle
Languageen
FieldEnvironmental Science
TopicEnvironmental Philosophy and Ethics
Canadian institutionsUniversity of British Columbia
FundersNatural Environment Research CouncilSocial Sciences and Humanities Research Council of CanadaCanada Research Chairs
KeywordsValue (mathematics)Context (archaeology)EpistemologyMathematicsMathematical economicsPsychologyPositive economicsStatisticsEconomicsPhilosophyGeography

Abstract

fetched live from OpenAlex

Abstract Pathways to sustainability require a broader and fuller representation of the multiple values of nature in policy and practice. In this People and Nature special feature entitled ‘The Multiple Values of Nature’, researchers interpreted all three key words differently: multiple, values and nature. The articles also engaged variously with concepts, theory, practice and data. In the face of this diversity, some see a burgeoning field and others see a mess. In this editorial, we characterize the diversity of these contributions and consider whether the field is poised to become mainstream. Specifically, we ask what might be limiting its efforts to unsettle the dominance of economic valuation. Like the broader field, the articles engage little with theory, and only one paper engaged with a theory of value (the dominant ‘utility theory’, rejecting a component of it). All articles thus seemed dissatisfied or disengaged with existing theories of value; this suggests that popular theories of value cannot properly account for the diversity of ways that people value and relate to nature. Perhaps there is a fundamental lack in how we understand value in any context (not just nature). As this fledgling field matures, we argue that building theory is key. Specifically, there is a need to articulate a theory of value to accommodate the multiple values of nature, which relates the various concepts to empirics, and which serves as a foundation to guide practice. To facilitate this theory development, we outline a set of ways that a new theory of value would need to differ from the dominant economic (utility) theory of value in order to explain what is known about the multiple values of nature. Whether by illustrating and enlivening an existing alternative theory of value or by inspiring a new theory, perhaps this fledgling field of the multiple values of nature is poised to disrupt much broader understandings of what matters to people and why. Read the free Plain Language Summary for this article on the Journal blog.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.109
Threshold uncertainty score0.301

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 science0.0000.000
Research integrity0.0000.001
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 head0.011
GPT teacher head0.256
Teacher spread0.246 · 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

Citations11
Published2025
Admission routes2
Has abstractyes

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