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Record W7076966485

Navigating Systemic Barriers: Experiences of Deaf Persons in the Criminal Justice System in Amhara National Regional State, Ethiopia

2025· dissertation· en· W7076966485 on OpenAlexaboutno aff

Bibliographic record

VenueQSpace (Queen's University Library) · 2025
Typedissertation
Languageen
FieldPhysics and Astronomy
TopicTheoretical and Computational Physics
Canadian institutionsnot available
Fundersnot available
KeywordsCriminal justiceJurisprudenceDenialEconomic JusticeConstitutionCriminal codeHuman rightsInterpreter
DOInot available

Abstract

fetched live from OpenAlex

The Constitution of the Federal Democratic Republic of Ethiopia (the FDRE Constitution) gurantees everyone suspected or accused of crime the due process rights, including the right to be informed—in a language they understand—of the reasons for their arrest, the nature of the charges, the right to challenge evidence and witnesses, and the right to legal counsel. The criminal justice system relies on spoken language and is predominantly managed by hearing professionals, raising critical concerns about the ability of deaf individuals to access and effectively navigate it. However, this issue remains underexplored. Using Constructivist Grounded Theory, this thesis examines deaf people’s experiences in the criminal justice system as victims, suspects, and accused. Interviews were conducted (n=27) with deaf persons (n = 11), sign language interpreters (n = 7), and justice sector professionals (n = 9). The legal landscape was also critically examined, and comparative insights from Canada’s jurisprudence were drawn. Four key themes emerged from the data, through the CoGT coding process, capturing the systemic barriers, discrimination, inequities, and injustices that deaf persons routinely face in their interactions with police and in court proceedings. These include communication barriers, limited professional awareness, attitudinal bias, and legal obstacles. These barriers constitute a denial of fundamental human rights and indicate that the criminal justice system in Ethiopia remains fundamentally inaccessible to deaf people. The intersection of deafness and gender exacerbates the inaccessibility of the system for deaf female survivors of sexual assault. The analysis of Canada’s jurisprudence highlight significant progress, offering valuable lessons to guide future reforms. The findings suggest urgent need for legal and institutional reforms. Given these barriers are structural, systemic change is a neccessity. Legal frameworks must be revised to ensure accessible and inclusive police and court systems. Awareness-raising and mandatory training for justice professionals are also essential. Further research and advocacy are also critically needed. Concrete steps should be taken to implement the Convention on the Rights of Persons with Disabilities (CRPD). Ethiopia should ratify the Optional Protocol to the CRPD and the Protocol to the African Charter on the Rights of Persons with Disabilities in Africa.

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 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)0.000
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: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.877
Threshold uncertainty score0.947

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
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 head0.008
GPT teacher head0.227
Teacher spread0.219 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreEmpirical

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

Citations0
Published2025
Admission routes1
Has abstractyes

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