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Record W4416783849 · doi:10.3390/socsci14120686

Beauty and Art as Pathways to Healing After Sexual Violence: A Comparative Study in the DRC and Canada

2025· article· en· W4416783849 on OpenAlexaffabout
Ines Yagi, Mario Sonier

Bibliographic record

VenueSocial Sciences · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicGender, Security, and Conflict
Canadian institutionsSaint Paul University
Fundersnot available
KeywordsBeautyContemplationEmbodied cognitionQualitative researchIsolation (microbiology)Interpretative phenomenological analysisDisfigurementComparative caseQueer

Abstract

fetched live from OpenAlex

Conflict-related sexual violence against men in the Democratic Republic of the Congo (DRC) has profound psychological, emotional, relational, and spiritual consequences. Nevertheless, male survivors can achieve post-traumatic growth through processes that rebuild fractured identities, foster resilience, and cultivate renewed purpose. This article adopts a comparative framework by combining (a) original Canadian qualitative data—an Interpretative Phenomenological Analysis (IPA) study entitled “Silent No More: Surviving Male Rape,” conducted with survivors and trauma-informed practitioners—and (b) a phenomenologically informed synthesis of peer-reviewed studies, NGO/UN reports, and survivor testimonies from the DRC. The Canadian component focuses on the journey from victimhood to survivorship, demonstrating how breaking silence, being believed, and receiving compassionate, trauma-informed care foster meaning-making, resilience, and post-traumatic growth. The DRC component foregrounds culturally rooted pathways to recovery—especially communal and music-based practices—within conflict-affected settings. Across contexts, we identify convergent themes: beauty as a relational and embodied experience that regulates affect and restores safety; creative practices (music, visual arts, storytelling, ritual, and nature-based activity) as vehicles for dignity, connection, and purpose; and self-transcendent emotions (awe, gratitude, and wonder) that support the transition from threat to contemplation and agency. Divergences reflect cultural and structural conditions: in the DRC, healing often unfolds through community-embedded practices amid insecurity and stigma; whereas in Canada, clinical resources are more accessible, but masculine norms and isolation can impede disclosure. We argue that aesthetic and communal practices can complement clinical care and propose practice implications for arts-based, culturally grounded interventions, as well as a comparative research agenda.

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)0.001
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: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.057
Threshold uncertainty score0.413

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0030.006
Science and technology studies0.0260.007
Scholarly communication0.0060.001
Open science0.0020.004
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0050.000

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 head0.060
GPT teacher head0.372
Teacher spread0.312 · 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 designObservational
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 routes2
Has abstractyes

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