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Record W4412809898 · doi:10.5130/ijcre.v18i2.9405

Youth knowledge mobilization: Reflections on theory and practice

2025· article· en· W4412809898 on OpenAlexaffabout
Jennifer Thompson, Sarah Fraser, Véronique Dupéré, Nancy Beauregard, Isabelle Archambault, Josée Lapalme, Katherine L. Frohlich

Bibliographic record

VenueGateways International Journal of Community Research and Engagement · 2025
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicInnovative Approaches in Technology and Social Development
Canadian institutionsUniversité de Montréal
Fundersnot available
KeywordsMobilizationBusinessEpistemologySociologyPsychologyComputer scienceKnowledge managementPolitical sciencePhilosophyLaw

Abstract

fetched live from OpenAlex

This article explores knowledge mobilisation in youth research. We take as a starting point that youth knowledge mobilisation (YKMb) requires specific strategies because of the unique power dynamics involved in mobilising knowledge related to young people. However, existing knowledge mobilisation models cannot account for these specificities. YKMb often requires co-creation with partner organisations as well as with youth themselves, leading to diverse and sometimes fragmented approaches to YKMb. An overarching discussion about the theory and practice of YKMb is missing from the literature. To explore the factors that influence the diversity of approaches to YKMb, we take up reflexivity to explore the experiences of a YKMb Chair working in intersectoral partnerships as well as with young people in Quebec, Canada. This article features an emergent YKMb framework that conceptualises a continuum of approaches to mobilising knowledge about, for, with and by youth. Across these modes of working, several factors influence YKMb in practice, from research paradigm and context as well as specificities regarding which actors are involved and why these different actors want to mobilise knowledge, as well as what roles different actors play in knowledge production and mobilisation. These factors influence the continuum of roles that academic researchers may play in YKMb, from more traditional roles as knowledge translators to engaged roles such as facilitators, advocates and learners. Conceptualising YKMb through continuums of practice offers critical insights to support intersectoral and interdisciplinary teams of academic researchers, partners and young people in research co-creation to better bridge the gap between research and practice.

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)0.016
metaresearch head score (Gemma)0.004
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.508
Threshold uncertainty score0.899

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0160.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.001
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 head0.288
GPT teacher head0.471
Teacher spread0.183 · 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 designTheoretical or conceptual
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
Published2025
Admission routes2
Has abstractyes

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