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Record W4416388696 · doi:10.3390/genealogy9040133

‘If We Do Not Speak Out, No One Else Will’: Adoptee Activism and Its Impact on Intercountry Adoption in The Netherlands

2025· article· en· W4416388696 on OpenAlexaff
Shila Khuki de Vries, Kristen E. Cheney

Bibliographic record

VenueGenealogy · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicChild Welfare and Adoption
Canadian institutionsUniversity of Victoria
Fundersnot available
KeywordsGovernment (linguistics)Raising (metalworking)ConsciousnessCoalition governmentSelection (genetic algorithm)

Abstract

fetched live from OpenAlex

This article highlights the role of adoptee activism in raising awareness and changing policy regarding Intercountry Adoption (ICA) in The Netherlands. Through interviews with a selection of adoptees engaged in activism, this study shows that (i) adoptees became engaged in activism as a result of growing adoptee consciousness in combination with encountering irreconciliation; (ii) they employed many types of activism, sometimes with different goals and strategies; (iii) they cooperated in different constellations and with many allies such as journalists, lawyers and scholars; and (iii) their activism had significant impact on general awareness and government policy. Despite visible progress, reforms have fallen short of their needs, and implementation of government plans remains insecure. Many adoptees therefore feel compelled to continue their activism.

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Other design · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.661
Threshold uncertainty score0.373

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.020
GPT teacher head0.319
Teacher spread0.299 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designOther design
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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