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Record W4408468098 · doi:10.1002/pan3.70016

Horizontal portability: A proposal for representing place‐based relational values in research and policy

2025· article· en· W4408468098 on OpenAlexaff
Austin Himes, Barbara Muraca, Karen E. Allen, Mollie Chapman, Marcondes Geraldo Coelho, Georgina Cundill, Rachelle K. Gould, Thora Martina Herrmann, Jasper O. Kenter, ʻAlohi Nakachi, Gabriel R. Nemogá, Stefan Ortiz‐Przychodzka, Jasmine Pearson, Betty J. Rono, Tomomi Saito, Marc Tadaki, Aletta Bonn

Bibliographic record

VenuePeople and Nature · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicIndigenous and Place-Based Education
Canadian institutionsUniversity of WinnipegInternational Development Research Centre
FundersNational Institute of Food and AgricultureDeutsches Zentrum für integrative Biodiversitätsforschung Halle-Jena-Leipzig
KeywordsSoftware portabilityComputer scienceSociologyProgramming language

Abstract

fetched live from OpenAlex

Abstract Relational values feature prominently in recent international efforts to protect global biodiversity. In this article, we provide a conceptual approach for researchers, facilitators and policy‐makers to adequately represent place‐based relational values in assessments of nature's value that inform practice and policy. We suggest employing horizontal portability as an alternative and complement to the dominant mode of assessing nature's value via vertical subsumption. Vertical subsumption is a process through which particular values are generalised into overarching categories to conform to more general value concepts and thereby stripped of their place‐specific meanings. In contrast, horizontal portability is introduced here as a conceptual approach that maintains the contextual rootedness of place‐based local expressions of value while also communicating them across places, knowledge systems, and communities. The movement (i.e. ‘porting’) is ‘horizontal’ because it allows relational values rooted in a particular biocultural context to speak to different contexts on equal terms. We discuss how research on the value of nature and people –nature relationships can support horizontal portability. Finally, we provide recommendations for the application of horizontal portability that promotes more plurality and greater inclusion of place‐based relational values in research, policy and action. 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)0.002
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: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.046
Threshold uncertainty score0.995

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
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 head0.042
GPT teacher head0.429
Teacher spread0.387 · 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

Citations5
Published2025
Admission routes1
Has abstractyes

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