Police violence targeting LGBTIQ+ people in Nigeria: Advancing solutions for a 21st century challenge
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.
Bibliographic record
Abstract
The Government of Nigeria passed the Same-Sex Marriage Prohibition Act (SSMPA) in 2014, emboldening the human rights violations of LGBT Nigerians by state and nonstate actors. Nigerian police enforce morality laws that criminalize same-sex relations, but their role as perpetrators of violence has not been well studied. Using six-year (2014 to 2019) administrative data, this article investigates the severity, prevalence, and typology of police violence and abuse of LGBT Nigerians. Since SSMPA, violence against LGBT Nigerians has risen by 214 percent. Survivors frequently report arbitrary arrest and unlawful detention, invasion of privacy, physical assault and battery, and blackmail/extortion. This study is the first to present serial, cross-sectional findings of LGBT Nigerians’ experience with the police. Available administrative reports and data were synthesized to produce a general picture of the situation on the ground. Findings point to actionable social and policy recommendations that can be taken to promote police accountability and improve police-LGBT community relations.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.002 | 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 it