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Record W7036442975

Battling Oppression and Crafting New Identities: Case Study of the Woman, Life, Freedom Movement in Canada

2025· article· en· W7036442975 on OpenAlexaboutno aff

Bibliographic record

VenueScholars Commons (Wilfrid Laurier University) · 2025
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicMediterranean and Iberian flora and fauna
Canadian institutionsnot available
Fundersnot available
KeywordsNarrativeOppressionIdentity (music)Movement (music)Freedom of movementPersonal identityPersonal narrativeQualitative research
DOInot available

Abstract

fetched live from OpenAlex

Iran’s Woman, Life, Freedom movement began in 2022, and Canada’s Iranian diaspora– the second-largest globally–continues to mobilise advocacy initiatives in its support. However, no studies have examined the movement’s implications on identity individually or collectively. These gaps fail to recognise the experiences of Iranian peoples in Canada who care deeply for the movement and have been historically marginalised. As such, using a qualitative and arts-based method, my project facilitates the retelling of experiences of young adult advocates (n = 4) in the Woman, Life, Freedom movement. Specifically, I inquired about the perceived development of their collective identities as advocates, along with the impacts of their advocacy. First, I conducted semi-structured oral history interviews to examine their personal experiences in depth. Narrative analyses then identified factors that initiated, supported, and hindered identity development. In the second stage, I performed a community check-in session to validate these initial analyses. Afterwards, three arts-based group sessions outlined a digital graphic novel envisioning each advocate’s desired narrative of the movement. Relevant narrative analyses were also conducted here. In the findings, I reveal three stages of identity development: 1. Life in Iran before immigrating, 2. Life in Canada before advocacy, and 3. Life as advocates in the Woman, Life, Freedom movement. In each stage, I also identify factors that influenced their development and any perceived interactions between them. Above all, their perceived Self demonstrates resilience, empowerment, and values that mirror the movement (i.e., universal value of human life, inclusivity and democracy, and a resolute belief that the regime will fall). The findings also uncover strong interconnections between the Self and the collective, demonstrating identity's fluid and socially constructed nature. I underline the implications of these findings, including the importance of shifting narratives on identities and offer novel avenues for therapeutic interventions within narrative art therapy for Iranian and minoritised peoples.

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)0.003
metaresearch head score (Gemma)0.007
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 score0.132
Threshold uncertainty score0.367

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.007
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.003
Science and technology studies0.0620.015
Scholarly communication0.0060.002
Open science0.0040.008
Research integrity0.0050.007
Insufficient payload (model declined to judge)0.0040.001

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 head0.016
GPT teacher head0.194
Teacher spread0.178 · 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

Citations0
Published2025
Admission routes1
Has abstractyes

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