Empowering young immigrant girls in Canada through the ‘Girls’ Voices’ Curriculum: A qualitative study
Bibliographic record
Abstract
<ns4:p> <ns4:bold>Background:</ns4:bold> Gender inequality is a global issue. In Canada, 70% of women experience some form of inequality in their lifetime. Immigrant adolescents in Canada make up a substantial proportion of newcomers, and immigrant girls face the threat of subjugation and oppression, which has a significant impact on their health, development, and economic outcomes as well as gender inequality. Research on girls’ empowerment and resilience-building programs and interventions is virtually nonexistent. In this project, we implemented the ‘Girls’ Voices’ Curriculum. The aim of this project was to engage and empower South Asian (SA) immigrant adolescent girls and to promote gender equality in Canada. </ns4:p> <ns4:p> <ns4:bold>Methods:</ns4:bold> This study utilized a qualitative descriptive design. Pre- and post-curriculum implementation focus group discussions were conducted. </ns4:p> <ns4:p> <ns4:bold>Results:</ns4:bold> A total of 16 adolescent girls ranging from 11 to 18 years of age participated in this study. The participants described challenges many young girls face in relation to gender inequality such as gender discrimination, gendered stereotyping, barriers to education, etc. The ‘Girls’ Voices’ Curriculum allowed participants to highlight and reflect on the various problems faced by SA immigrant adolescents in their communities. The participants learned to examine these challenges through a variety of engaging activities to identify their root cause, effects and propose solutions to bring long-lasting change. The curriculum equipped them with useful tools such as decision-makers maps and advocacy skills to educate decision-makers by creating and delivering powerful messages influenced by personal stories and evidence-based literature. </ns4:p> <ns4:p> <ns4:bold>Conclusion:</ns4:bold> The study provided significant insight into understanding the diverse challenges encountered by SA immigrant adolescent girls in Canada and linking them to the effectiveness of the ‘Girls’ Voices’ Curriculum. The girl-focused development programs that emphasize developing self-confidence, communication skills, problem-solving skills, and decision making are effective in empowering the socially deprived adolescent girls locally and in the global context. </ns4:p>
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.007 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".