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Record W4390790492

Revue Réflexions Juridiques Africaines

2023· other· en· W4390790492 on OpenAlexaff
Pierre Félix KANDOLO ON'UFUKU WA KANDOLO, Remy Nkashama Tshikondo, Joseph Kazadi Mpiana, Joseph Yav Katshung, Freddy Ngoy Mwamba, Hubert Kalukanda Mashata, Jean-Bienvenu Ntwali Byavulwa

Bibliographic record

VenueHAL (Le Centre pour la Communication Scientifique Directe) · 2023
Typeother
Languageen
FieldSocial Sciences
TopicHuman Rights and Development
Canadian institutionsUniversité de MontréalUniversité de Sherbrooke
Fundersnot available
KeywordsPolitical science
DOInot available

Abstract

fetched live from OpenAlex

Revue Réflexions Juridiques Africaines, RJA in acronym, is a scientific journal, paper and electronic version, focused on the dissemination of research in law and interdisciplinarity.It is a bilingual publication space (French and English) that is both rigorous and accessible, offering researchers and thinkers in law and interdisciplinarity essential visibility for their personal, professional and academic development. It offers its authors excellent exposure since its content is broadcast and distributed in paper format and in electronic format on its website and other platforms.The quality of its publications is due to the rigor in the evaluations by professors, experts and researchers of high scientific quality, both national and international, of the texts submitted to it. The vision is to be a reliable and regular publication space for the influence of its authors who are researchers from different national, African and international universities. The Review thus hopes to inspire vocations, but also to raise awareness among researchers (from the university circuit or not) from the Democratic Republic of Congo (DRC) and around the world to the importance of the doctrine, a cornerstone and fundamental source in law, as well as the way in which it is constructed. Doctrine and jurisprudence being evolving and dynamic sources of law.

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)0.004
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.651
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0030.001

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 head0.024
GPT teacher head0.268
Teacher spread0.244 · 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; both teacher heads agree on what is shown here.

Study designNot applicable
Domainnot available
GenreOther

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
Published2023
Admission routes1
Has abstractyes

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