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Record W7127232285

Bridging the youth-nature divide through secondary forest schools : insights from Sweden and Canada

2025· other· en· W7127232285 on OpenAlexaboutno aff
Ceilidh Smith

Bibliographic record

VenueEpsilon Archive for Student Projects (University of Southampton) · 2025
Typeother
Languageen
Field
Topic
Canadian institutionsnot available
Fundersnot available
KeywordsSustainabilityCurriculumCorporate governanceTraditional knowledgeTransformative learningComparative casePlace-based educationCommunity forestryBest practiceEnvironmental education
DOInot available

Abstract

fetched live from OpenAlex

Universal issues of biodiversity loss, climate change, and political divide underscore the need to prepare future generations with the knowledge and skills necessary to address sustainability challenges and foster forest stewardship. This study explores the implementation of place-based education (PBE) principles within forest school programs for youth ages 13–16 across Sweden and Canada. Grounded in critical pedagogy, this research identifies best practices within forest schools, for fostering sense of place, ecological literacy, and student engagement while navigating institutional and political barriers. An ethnographic, comparative case study methodology was utilized. Data were collected through 22 semi-structured interviews with forest school stakeholders and corroborated with 500 pages of pedagogical documentation. The findings demonstrate that forest school programs can serve as powerful vehicles for fostering youth-nature relationships, particularly when they center local contexts, community partnerships, and student agency. While both Swedish and Canadian cases revealed strong alignment with PBE principles, implementation varied significantly based on governance structures, access to forest spaces, educator training, and institutional recognition. Sweden’s centralized education system facilitates national cohesion but can constrain localized adaptation and Sámi knowledge inclusion. Canada’s decentralized model allows for regional flexibility, but often results in unequitable access and under-resourced forest school programming, especially for marginalized communities. Best practices identified across both cases include (1) frequent and consistent engagement with local forest landscapes, (2) interdisciplinary and experiential curriculum design, (3) reciprocal relationships with community and Indigenous knowledge holders, and (4) opportunities for student-driven inquiry. Structural barriers, such as curriculum rigidity and colonial legacies, continue to limit the transformative potential of forest schools. This study contributes to growing discourse on equitable and community-responsive pedagogy, by centering the experiences of secondary students—an age group often overlooked in forest education research. It underscores the need for systems and policy frameworks that are not only ecologically grounded, but culturally sustaining and critically reflexive. By examining how PBE takes shape in diverse socio-political landscapes, this study offers educational guidance for cultivating forest stewardship among youth.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.410
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.000
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0020.002
Research integrity0.0000.002
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 head0.012
GPT teacher head0.230
Teacher spread0.218 · 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.

Study designNot applicable
Domainnot available
GenreOther

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
Published2025
Admission routes1
Has abstractyes

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