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Record W4411049468 · doi:10.1093/ijtj/ijaf013

Transformative Memory: Ways of Being Together in the Afterlives of Political Violence

2025· article· en· W4411049468 on OpenAlexfundno aff
Erin Baines, Pilar Riaño‐Alcalá

Bibliographic record

VenueInternational Journal of Transitional Justice · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicMiddle East and Rwanda Conflicts
Canadian institutionsnot available
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsTransformative learningPoliticsSociologyPolitical scienceCriminologyEpistemologyPhilosophyLaw

Abstract

fetched live from OpenAlex

ABSTRACT As a global collective of artists, activists and scholars, the Transformative Memory International Network explores memory as a transformative force attentive to the complexities of power and justice regimes, and to the tensions, exclusions and silences that enter the historical record and institutionally curated representations of political violence. We embrace methodologies of relational, embodied and emplaced knowledge exchanges and foster spaces of creativity such as artistic, affective and experimental approaches to knowledge generation. Reflecting on the memory labours of and knowledge exchanges between members, we interrogate how these works activate transformative possibilities. As a force, memory is a living and persistent insistence of life where life is denied. As a forcefield, memory is a way of persevering, regathering and refashioning a sense of self, relationships to others and political action, anticipating other ways of being together.

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)0.006
metaresearch head score (Gemma)0.011
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: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.016
Threshold uncertainty score0.030

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0060.011
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0030.002
Science and technology studies0.0120.048
Scholarly communication0.0160.015
Open science0.0020.015
Research integrity0.0030.003
Insufficient payload (model declined to judge)0.0080.001

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 head0.025
GPT teacher head0.322
Teacher spread0.297 · 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

Citations6
Published2025
Admission routes1
Has abstractyes

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