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Record W4408506328 · doi:10.17742/image29726

Guerilla Pedagogy: Revaluating Knowledge Mobilization in Research-Creation and Sustaining Art in Conflict Zones

2025· article· en· W4408506328 on OpenAlexvenueno aff

Bibliographic record

VenueImaginations Journal of Cross-Cultural Image Studies · 2025
Typearticle
Languageen
FieldArts and Humanities
TopicMuseums and Cultural Heritage
Canadian institutionsnot available
Fundersnot available
KeywordsMobilizationKnowledge creationPolitical sciencePedagogySociologyEngineeringLawOperations management

Abstract

fetched live from OpenAlex

This article focusses on the exploration of avenues of dissemination within research-creation methodology – and whether the pedagogical boundaries that research-creation attempts at dismantling within research and practice (especially with respect to film and media) are sustained when the project reaches the dissemination stage. Much like guerilla warfare, where smaller bands of rebels and fighters attack and take on an enemy seemingly much bigger in power than themselves, I view guerilla pedagogy as a methodology of teaching, creating, and disseminating knowledge and art that challenges the confines of corporatized neoliberal universities and hypocritical geopolitical processes which restrict the flow of knowledge in spaces of conflict zones, and fundamentally subverts pre-conceived ideas of the roles of the pedagogue and the student. Through understanding the critical nature of research-creation in decolonizing the production of knowledge, this article explores the necessity of decolonizing prevailing methods of knowledge mobilization. To that end, we try to understand what decolonized knowledge mobilization could look like within research-creation and as research-creation itself. This evaluation happens through studying guerilla pedagogy both as a way of knowledge production in research as well as a method of knowledge mobilization within research-creation. This is done through the extensive academic work conducted on guerilla techniques in different aspects of academia, pedagogy, and activism, as well as through an experiential account of my fieldwork in Kashmir. Research-creation has the potential to facilitate the processes of guerilla pedagogy, creatively evolving it for different political and epistemological circumstances – catering it to the audience and students who require it the most in the way they need it the most. As Weems mentions, “our task is to engage the world’s subaltern in places where they speak, unheard.”

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)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Scholarly communication
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.633
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0010.003
Scholarly communication0.0020.005
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 head0.214
GPT teacher head0.563
Teacher spread0.349 · 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 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

Citations0
Published2025
Admission routes1
Has abstractyes

Explore more

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