MétaCan
Menu
Back to cohort
Record W7132911583

Interracial Intimacies: Navigating Race and Culture in Heterosexual Racialized-white Relationships in Toronto

2022· dissertation· W7132911583 on OpenAlexaboutno aff
Shivon Raghunandan

Bibliographic record

VenueTSpace · 2022
Typedissertation
Language
FieldSocial Sciences
TopicRacial and Ethnic Identity Research
Canadian institutionsnot available
Fundersnot available
KeywordsLived experienceGrounded theoryContext (archaeology)NegotiationCritical theoryQualitative researchCritical race theoryRace (biology)Intersectionality
DOInot available

Abstract

fetched live from OpenAlex

The number of mixed-race couples in Canada, especially in metropolitan cities such as Toronto, is on a steadfast rise, yet there is limited culturally relevant research and literature on interracial unions. This study was conducted in response to the critical need for Canadian-specific research on this demographic, since there is an over-reliance on antiquated, problem-focused and United States-based research to inform the field of counselling and psychotherapy in Canada. The present study aimed to address this paucity by asking the question: what are the lived experiences of heterosexual, Racialized-White mixed-race couples in Toronto with regards to issues of race and culture? A constructivist grounded theory methodology explored the lived experiences of 12 heterosexual Racialized-White couples in Toronto and the Greater Toronto Area (GTA). Four key themes emerged from the findings – lived experiences of race/culture prior to mixed-race relationships; lived experiences of race/culture in mixed-race relationships; critical reflections on lived experiences: negotiating differences, racism and privilege, and being in ‘the middle’ of two races and cultures; and lived experiences beyond race/culture. The themes illustrated the multifaceted, vastly diverse and dynamic experiences and processes evident in these unions. This research further postulated that the experiences of interracial couples cannot be fully ascertained without a critical consideration within the context of Canadian colonialism, White supremacy, heteropatriarchy and endogamous discourse. A mid-level theory arose from this study, revealing the multilayered influences on and experiences of heterosexual interracial couples. Implications for education, research and counselling and psychotherapy are addressed, including contributions to intercultural counselling competencies and decolonial pedagogy for counselling psychology programs. Key Words and Phrases: Mixed-Race Relationships, Racialized-White, Race, Culture, Canada

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)0.002
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: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.120
Threshold uncertainty score0.241

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0250.009
Scholarly communication0.0050.001
Open science0.0010.006
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0030.000

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 head0.054
GPT teacher head0.471
Teacher spread0.417 · 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
Published2022
Admission routes1
Has abstractyes

Explore more

Same venueTSpaceSame topicRacial and Ethnic Identity ResearchFrench-language works237,207