The Emerging Importance of "Social Visibility" in Defining a "Particular Social Group" and Its Potential Impact on Asylum Claims Related to Sexual Orientation and Gender
Bibliographic record
Abstract
An emerging issue in U.S. asylum claims based on "membership in a particular social group" is the relevance of social visibility in determining whether such a group exists. Of the five protected grounds for asylum, "membership in a particular social group" has always generated the most debate. Until recently, however, neither the Board of Immigration Appeals (BIA) nor the federal courts focused on "social visibility" in defining this term. The dominant view of the international community, rooted in the BIA's seminal decision in Acosta, defines a "particular social group" based solely on the existence of an "immutable" characteristic," one that an individual either cannot change or should not be required to change because it is fundamental to identity of conscience. External perceptions are irrelevant to the Acosta standard. Among the major common law countries, the United States, Canada, New Zealand, and the United Kingdom follow the principled "protected characteristic" approach. Australia, on the other hand, has emphaszied social perceptions, while also taking immutable characteristics into account.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".