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Record W7144689958

Extra-judicial killings in democratic Nigeria vis-à-vis the rule of law: an overview

2011· article· en· W7144689958 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

VenueInstitutional Repositories DataBase (IRDB) · 2011
Typearticle
Languageen
FieldSocial Sciences
TopicDiverse Research Studies Overview
Canadian institutionsInstitute on Governance
Fundersnot available
KeywordsPolityDemocracyDictatorshipRule of lawDemocratic governanceConstitutionIndependence (probability theory)Military rule
DOInot available

Abstract

fetched live from OpenAlex

Generally, extra-judicial killings, summary and arbitrary executions in Nigeria were considered as part of the necessary evil of military dictatorship that dominated the polity of the country from independence to 1999. This is principally because once the military takes over the governance of the country they immediately suspend the Constitution (the supreme law of the land, which, amongst other things, guarantees and safeguards the fundamental human rights of the citizens) from operation. In the absence of the Constitution, the legal protection afforded individuals ceases to exist paving the way for arbitrary rule. However, the perpetration of extra-judicial killings under democratic administration, which is bound to protect and enforce the Constitution, raises a number of questions particularly as to whether the nation's democratic rule is in some way a mere extension of its military style leadership. This paper considers the reason-d'être of the continuation of the involvement of security forces, especially the police, in extra-judicial killings in spite of the existence of democracy in Nigeria; what is the implication of this trend on the rule of law and what measures ought to be taken to reverse it? In this analysis, the paper adopts the doctrinal methodology.

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)0.002
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.954
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.002
Scholarly communication0.0000.001
Open science0.0010.000
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 head0.135
GPT teacher head0.370
Teacher spread0.235 · 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