MétaCan
Menu
← Back to cohort
Record W7111847089

New perspectives on healing collective trauma: towards social justice and communal well-being

2025· article· W7111847089 on OpenAlexaboutno aff

Bibliographic record

VenueUniversity Of Wales Trinity Saint David Research Repository (University of Wales Trinity Saint David) · 2025
Typearticle
Language
FieldSocial Sciences
TopicIndigenous Health, Education, and Rights
Canadian institutionsnot available
Fundersnot available
KeywordsIndigenousNarrativeDignityNature versus nurtureValue (mathematics)Social justiceColonialismEconomic Justice
DOInot available

Abstract

fetched live from OpenAlex

This book examines how historical injustices, especially enslavement, colonialism, and systemic racism, continue to impact societies today. Drawing on global case studies, from the legacies of transatlantic slavery and colonialism in the Americas, to indigenous experiences of reconciliation in Canada, racial healing initiatives in the US, and community intergenerational dialogues in Africa, it explores how past traumas are transmitted across generations, shaping contemporary inequalities. The authors argue that addressing these enduring harms requires collective healing, involving processes of acknowledging the wounds, truth-telling, reparations, reconciliation, and inclusive dialogue across diverse generations and communities. Innovative frameworks presented include “Emotional Justice”, which emphasises relational well-being and narrative transformation, and “intergenerational dialogue and inquiry” that re-affirms human dignity and restores traditional wisdom and communal resilience. The book also introduces ideas of "healing architecture" and “politics of dignity’ that outlines structural features of just society, showing how institutions and can be intentionally designed to respect equal intrinsic value of all persons, nurture social justice, and foster collective well-being. Gathering interdisciplinary perspectives and renowned global scholars in one volume, the book offers practical strategies and hopeful narratives that demonstrate how societies can move from entrenched division towards communal healing and shared flourishing. It is an essential resource for anyone interested in creating more just, empathetic, and inclusive societies in our increasingly interconnected world.

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)0.004
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: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.015
Threshold uncertainty score0.041

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.003
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.002
Science and technology studies0.0080.062
Scholarly communication0.0150.014
Open science0.0020.009
Research integrity0.0060.011
Insufficient payload (model declined to judge)0.0050.001

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 head0.035
GPT teacher head0.316
Teacher spread0.281 · 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 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 routes1
Has abstractyes

Explore more

Same venueUniversity Of Wales Trinity Saint David Research Repository (University of Wales Trinity Saint David)→Same topicIndigenous Health, Education, and Rights→French-language works237,207→