MétaCan
Menu
Back to cohort
Record W4412737991 · doi:10.3138/jcfs.55.2.03

Identity Development in Transracial Adoptive Families in South Africa: Attitudes and Practices

2024· article· en· W4412737991 on OpenAlexvenueno aff
Jean Luyt, Leslie Swartz

Bibliographic record

VenueJournal of Comparative Family Studies · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicChild Welfare and Adoption
Canadian institutionsnot available
Fundersnot available
KeywordsIdentity (music)SociologyGender studiesSocial psychologyPsychology

Abstract

fetched live from OpenAlex

This research reports on the attitudes towards, experiences, and practices of identity development of transracial adoptive families in South Africa. Identity development is a significant developmental task for everyone. Integrating the many aspects of identity is particularly challenging for adopted children, especially those who are adopted transracially. Being part of a transracial adoptive family does not only impact on adoptees, but it also impacts adoptive parents, non-adopted siblings, and the family-as-a-whole. Identity development is particularly associated with adolescence. However, identity work occurs throughout the life cycle. Exploring identity development using a life cycle approach allows us to understand normal tasks and challenges, without pathologizing these processes. Specific legal, historical and socio-economic circumstances in South Africa, such as the high salience of race in South Africa, and the way race intersects with other socio-economic and cultural features, impact on identity development for transracial adoptive families. A sample of 26 transracial adoptive families was recruited by means of snowball sampling and interviewed in family interviews and focus groups. Data were thematically analyzed, and themes were presented with exemplary quotes from participants. Results show how the many layers of identity, including personal identity, adoptive identity and racial identity of transracial adoptive family members and the family as a whole develop over time and in interconnected ways. Identity development relies on specific communitive practices in the face of both internal and external challenges to legitimacy. Results also show differences in implementation of racial and ethnic socialization strategies, required for racial identity development, compared to international studies. South African adoptive parents tend to emphasize preparation for bias, rather than cultural socialization, which implies that many adoptive parents see the race of their adopted child as a liability, rather than a resource.

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)0.005
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 score0.026
Threshold uncertainty score0.051

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0100.005
Scholarly communication0.0030.003
Open science0.0010.005
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 head0.170
GPT teacher head0.439
Teacher spread0.269 · 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
Published2024
Admission routes1
Has abstractyes

Explore more

Same venueJournal of Comparative Family StudiesSame topicChild Welfare and AdoptionFrench-language works237,207