MétaCan
Menu
Back to cohort
Record W4408042758 · doi:10.1177/09213740251323352

Displaying and processing political violence in museum spaces: An introduction

2025· article· en· W4408042758 on OpenAlexaboutno aff
Larissa-Diana Fuhrmann, Sabine Mannitz

Bibliographic record

VenueCultural Dynamics · 2025
Typearticle
Languageen
FieldArts and Humanities
TopicMuseums and Cultural Heritage
Canadian institutionsnot available
Fundersnot available
KeywordsPoliticsPolitical violenceSociologyPolitical scienceMedia studiesLaw

Abstract

fetched live from OpenAlex

Museums are central yet contested sites for engaging with the histories and legacies of political violence. Emerging from private collections and often from colonial contexts, they historically legitimized imperial conquest and repression, mostly neglecting critical scrutiny of their artifacts’ origins and narratives. Although the 20th century saw museums formally adopting more educational roles, their representations of political violence mostly reinforced hegemonic ideologies. A significant shift occurred post-World War II with Holocaust memorial museums emphasizing victimhood, commemoration, and prevention. By the late 20th century, critical and decolonial museology further challenged the concept of museums as supposedly authoritative institutions, and has been advocating for inclusive, reflexive practices that confront inter alia colonial complicity and amplify marginalized voices. This special issue examines how museums and those involved in them including artists and authors navigate the complexities of representing political violence, balancing historical accuracy, ethical considerations, and community engagement. They highlight the tensions between commemoration and sensationalism, raising critical questions about whose narratives are prioritized and whose are silenced. Drawing on interdisciplinary frameworks from memory studies, anthropology, and cultural studies, the contributors explore diverse global contexts, including Brazil, Canada, Colombia, and Germany. Case studies highlight decolonial interventions, contested memories, and innovative curatorial practices that attempt to resist linear historical narratives and foster social reconciliation in regards of political violence. By interrogating the implicit power dynamics and normative classifications within museum representations, this collection advances critical debates on the role of museums in shaping or enabling collective memory. It calls for a critical reevaluation of museological practices, urging institutions to acknowledge their complicity in historical and/or ongoing systemic violence while recognizing their potentials for reconciliation and decolonization efforts.

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: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.012
Threshold uncertainty score0.042

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0030.002
Science and technology studies0.0040.007
Scholarly communication0.0100.008
Open science0.0020.007
Research integrity0.0040.003
Insufficient payload (model declined to judge)0.0120.002

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 head0.016
GPT teacher head0.263
Teacher spread0.247 · 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 designNot applicable
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

Citations1
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueCultural DynamicsSame topicMuseums and Cultural HeritageFrench-language works237,207