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Record W4412847133 · doi:10.1163/17087384-12340118

The Appointment of Commissioners of the Independent Electoral Commission in Botswana

2025· article· en· W4412847133 on OpenAlexvenueno aff
Baboki Jonathan Dambe

Bibliographic record

VenueAfrican Journal of Legal Studies · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicLegal Issues in South Africa
Canadian institutionsnot available
Fundersnot available
KeywordsCommissionInternational lawLawPolitical sciencePublic administration

Abstract

fetched live from OpenAlex

Abstract Traditionally, Botswana has enjoyed the illustrious reputation of being a beacon of democracy in Africa and beyond. This reputation has been attributed to the country’s political and economic stability, free and fair elections, and peaceful transitions of government. Until recently, Botswana’s electoral laws and processes were rarely ever the subject of judicial scrutiny. However, in the aftermath of the 2019 general elections, there was a spate of election petitions seeking to impugn the outcome of the elections. Furthermore, in the build up to the 2024 general elections, litigation challenging electoral laws and processes became commonplace. These cases ranged from demands by parties to be actively involved in observing voter registration for elections to objections to the appointment of Commissioners of the Independent Electoral Commission; and demands for electronic copies of the voters roll. Collectively, the cases highlight potential inadequacies in Botswana’s electoral laws. This paper analyses the case of Umbrella for Democratic Change and Others v Attorney General and Others (UDC v AG). Therein, 11 opposition parties sought to interdict Commissioners of the Independent Electoral Commission from discharging their duties pending a determination of the constitutionality of their appointment. The paper poses and answers the simple question whether the court got the decision wrong.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.005
metaresearch head score (Gemma)0.010
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.096
Threshold uncertainty score0.190

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.010
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.002
Science and technology studies0.0140.004
Scholarly communication0.0040.001
Open science0.0010.003
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0070.000

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 head0.023
GPT teacher head0.369
Teacher spread0.346 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
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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