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Record W4417537333 · doi:10.1016/j.scijus.2025.101379

Missing persons response: national programs and global cooperation in Brazil’s migration context

2025· article· en· W4417537333 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueScience & Justice · 2025
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicForensic and Genetic Research
Canadian institutionsnot available
Fundersnot available
KeywordsIdentification (biology)DocumentationContext (archaeology)InteroperabilityCorporate governanceEconomic JusticeInternational law

Abstract

fetched live from OpenAlex

• Identifies programs in countries linked to Brazilian immigration. • Addresses the challenge of transnational disappearances and the need for cooperation. • Describes INTERPOL’s I-Familia as a global DNA database for humanitarian identification. • Identifies structural and legal barriers to international DNA cooperation. • Proposes policy recommendations for interoperability and ethical data sharing. The search and identification of missing persons represent a pressing global issue with profound humanitarian, legal, and institutional implications. This study presents an illustrative documentary review of MP/UHR identification initiatives in countries selected for their migration-related links to Brazil and their relevance to transnational DNA cooperation (Brazil, Portugal, Spain, France, the United Kingdom, the United States, Canada, Mexico, and Belgium). Grounded in the United Nations guidelines and using peer-reviewed literature, official reports, and documentation from international organizations, the analysis examine how forensic genetics is integrated into MP/UHR workflows, the legal and governance frameworks that enable or constrain the processing of relatives’ reference profiles, and the operational arrangements that support cross-border exchange. The synthesis indicates that identification outcomes depend not only on laboratory capacity, but also on institutional coordination and the linkage of ante-mortem and post-mortem data . The study also describes international mechanisms such as INTERPOL’s I-Familia database, and humanitarian identification platforms. Although these tools show great potential, their effectiveness is limited due to inconsistent adoption across countries and variations in national protocols. The identification of missing persons must be approached as a shared international responsibility, requiring cooperation in science, law, and policy to ensure dignity, truth, and justice for families of the missing.

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.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.619
Threshold uncertainty score0.219

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
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 head0.016
GPT teacher head0.359
Teacher spread0.343 · 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