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Record W3001770078 · doi:10.1111/japp.12412

The Ethics of Citizen Selection of Refugees for Admission and Resettlement

2020· article· en· W3001770078 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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueJournal of Applied Philosophy · 2020
Typearticle
Languageen
FieldSocial Sciences
TopicGlobal Peace and Security Dynamics
Canadian institutionsUniversity of OttawaGlobal Affairs Canada
Fundersnot available
KeywordsRefugeeSelection (genetic algorithm)DemocracyWorryOrder (exchange)Political scienceLawScheme (mathematics)Computer scienceMedicineBusinessPolitics

Abstract

fetched live from OpenAlex

Abstract The global space is in need of creative solutions to the challenges posed by those seeking, and deserving of, asylum. In some democratic states, experiments in permitting citizens to have a greater role in selecting refugees for admission are underway; in this article, I consider the conditions that must apply to any citizen‐selection scheme, in order for such a scheme to be morally acceptable. I begin with an account of the way in which citizen‐selection schemes – usually called ‘sponsorship programs’ – operate presently. I then offer a justification for engaging citizens in refugee resettlement in general, as well as in selecting specific refugees for admission in particular, and then identify several conditions that must attend any permissible citizen‐selection scheme. I defend this account from two objections: (1) that states should be the primary, and indeed only, agent that selects refugees for admission and (2) that citizens will inevitably use problematic criteria in selecting refugees for admission, so they should be denied the right to do so. I conclude with some proposals for how a citizen‐selection scheme can be crafted to respond to this latter worry, including an outline of an exception clause that permits citizens to make the case that some refugees ought to be resettled, even if not specially selected by the UNHCR for resettlement priority, including especially family members and friends.

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.354
Threshold uncertainty score0.178

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 head0.042
GPT teacher head0.343
Teacher spread0.301 · 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