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Record W3175174388 · doi:10.7202/1078465ar

Safety, Collaboration, and Empowerment

2021· article· en· W3175174388 on OpenAlexvenueno aff
Kirsten Wright, Nicola Laurent

Bibliographic record

VenueArchivaria · 2021
Typearticle
Languageen
FieldArts and Humanities
TopicDigital and Traditional Archives Management
Canadian institutionsnot available
Fundersnot available
KeywordsEmpowermentContext (archaeology)EmpathyCitizen journalismPublic relationsWork (physics)PsychologySociologyKnowledge managementPolitical scienceSocial psychologyComputer scienceEngineeringLaw

Abstract

fetched live from OpenAlex

In order to undertake liberatory memory work, engage effectively with communities and individuals, and centre people rather than records in their work, archival organizations must be aware of trauma and its effects. This article introduces the concept of trauma-informed practice to archives and other memory organizations. Trauma-informed practice is a strengths-based approach for organizations that acknowledges the pervasiveness of trauma and the risk and potential for people to be retraumatized through engagement with organizations such as archives and seeks to minimize triggers and negative interactions. It provides a framework of safety and offers a model of collaboration and empowerment that recognizes and centres the expertise of the individuals and communities documented within the records held in archives. Traumainformed practice also provides a way for archivists to practically implement many of the ideas discussed in the literature, including liberatory memory work, radical empathy, and participatory co-design. This article proposes several areas where a trauma-informed approach may be useful in archives and may lead to trauma-informed archival practice that provides better outcomes for all: users, staff, and memory organizations in general. Applying trauma-informed archival practice is multidimensional. It requires the comprehensive review of archival practice, theory, and processes and the consideration of the specific needs of individual memory organizations and the people who interact with them. Each organization should implement trauma-informed practice in the way that will achieve outcomes appropriate for its own context. These out comes can include recognizing and acknowledging past wrongs, ensuring safety for archives users and staff, empowering communities documented in archives, and using archives for justice and healing.

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)0.023
metaresearch head score (Gemma)0.023
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: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.023
Threshold uncertainty score0.122

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0230.023
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0030.001
Science and technology studies0.0150.040
Scholarly communication0.0130.014
Open science0.0020.034
Research integrity0.0040.005
Insufficient payload (model declined to judge)0.0110.002

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 head0.014
GPT teacher head0.207
Teacher spread0.194 · 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

Citations23
Published2021
Admission routes1
Has abstractyes

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