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Record W4401101071 · doi:10.1002/pan3.10699

Outdoor adventure education as a platform for developing environmental leadership

2024· article· en· W4401101071 on OpenAlexafffund
Garrett Hutson, Julia Baird, Christopher D. Ives, Gillian Dale, Jennifer M. Holzer, Ryan Plummer

Bibliographic record

VenuePeople and Nature · 2024
Typearticle
Languageen
FieldEnvironmental Science
TopicEnvironmental Education and Sustainability
Canadian institutionsBrock University
FundersNatural Sciences and Engineering Research Council of Canada
KeywordsAdventureOutdoor educationAdventure educationEnvironmental educationContext (archaeology)Leverage (statistics)Public relationsExperiential learningPsychologyPolitical sciencePedagogyGeography

Abstract

fetched live from OpenAlex

Abstract Notwithstanding actions taken to date through policy, programmes and practices, the planet remains on an unsustainable pathway. System level and individual actions are needed to address the challenges that confront us. Finding approaches to encourage individual pro‐environmental behaviours are important for shifting an individual's actions, and these changes can have systemic implications. Outdoor adventure education programmes represent an ideal context to research the development of pro‐environmental behaviours. For outdoor adventure education to effect both individual and system‐level change, it is necessary for participants to connect learning from programmes to wider contexts where they can leverage influence. One of the prominent transferable outcomes of outdoor adventure education is the ability to serve in a leadership role. This article addresses the following primary research question: What aspects of outdoor adventure education programmes promote pro‐environmental behaviour intentions among participants? It explores this by examining various learning mechanisms and design features of NOLS, a global expeditionary outdoor adventure education programme formerly known as the National Outdoor Leadership School. Data were collected and analysed from 202 NOLS programme participants from around the world through open‐ended responses completed as part of a questionnaire at the end of the programme. Results showed that the most prominent aspects of the outdoor adventure education programme that helped to promote pro‐environmental behaviour intentions were the building of conservation and environmental issue awareness, the practice of minimum impact techniques, and engagement in waste and food management. These programme aspects were produced through the learning mechanism domains of structure‐oriented learning, instructor‐oriented learning, environment‐oriented learning, instructor‐and‐student oriented learning and independent student‐oriented learning to varying degrees. Our results illuminate design features of outdoor adventure education that have potential to generate and support environmental commitment and show how pro‐environmental learning is mediated through broad exposure to an array of activities and learning mechanism domains. In combination with the leadership development components, our results suggest that outdoor adventure education programmes show promise for developing and supporting environmental commitment in individuals necessary for solving global environmental crises now and in the future. 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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.011
Threshold uncertainty score0.038

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0020.001
Scholarly communication0.0020.001
Open science0.0010.005
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0110.001

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 head0.012
GPT teacher head0.270
Teacher spread0.258 · 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 source (direct Gemma or distilled Codex), not a consensus.

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

Citations7
Published2024
Admission routes2
Has abstractyes

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