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Record W4213052001 · doi:10.1002/ijgo.14149

International migrants' right to sexual and reproductive health care

2022· review· en· W4213052001 on OpenAlexaffabout
Y.Y. Brandon Chen

Bibliographic record

VenueInternational Journal of Gynecology & Obstetrics · 2022
Typereview
Languageen
FieldPsychology
TopicMigration, Health and Trauma
Canadian institutionsUniversity of Ottawa
Fundersnot available
KeywordsHuman rightsReproductive healthReproductive rightsMedicineRight to healthTreatyService (business)Health careEconomic growthLawPolitical scienceEnvironmental healthPopulationBusiness

Abstract

fetched live from OpenAlex

International migration puts people's sexual and reproductive health (SRH), particularly those of women and children, at increased risk. However, many international migrants are denied access to timely and adequate SRH information, goods, and services by governments and/or service providers. This article reviews relevant international human rights treaties to argue that the barriers faced by migrants in accessing SRH care constitute violations of international law. It is well established that migrants are guaranteed access to SRH care as a part of their right to health, as well as the rights enjoyed by vulnerable populations. Increasingly, hindrance of migrants' access to SRH care is also recognized as a threat to their rights to life and equality with non-migrants. The case of Toussaint v Canada illustrates how governments may be held accountable by human rights treaty monitoring bodies when they fail to respect and fulfill migrants' right to SRH care.

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)0.001
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.004
Threshold uncertainty score0.014

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.002
Science and technology studies0.0010.001
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0040.001

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 head0.050
GPT teacher head0.408
Teacher spread0.358 · 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 designNot applicable
Domainnot available
GenreReview

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

Citations12
Published2022
Admission routes2
Has abstractyes

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Same venueInternational Journal of Gynecology & ObstetricsSame topicMigration, Health and TraumaFrench-language works237,207