MétaCan
Menu
Back to cohort

Development of research, practice and teaching of international law in Kazakhstan in the middle of the 20th – the first quarter of the 21st centuries

2022· article· en· W4410509688 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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueEurasian Journal of International Law · 2022
Typearticle
Languageen
FieldSocial Sciences
TopicBorder Security and International Relations
Canadian institutionsnot available
Fundersnot available
KeywordsQuarter (Canadian coin)Political scienceLawAncient historyHistoryArchaeology

Abstract

fetched live from OpenAlex

The article considers the directions of the formation of research, prac-tice and teaching of international law in Kazakhstan in the middle of the 20th – early 21st centuries. In the modern history of legal and political thought, the history of in-ternational legal science remains insufficiently studied. Its history contains a certain amount of raw information, indicating the level of political consciousness and legal thought, as well as containing data on the history of the formation and development of the science of international law. The relevance of the article was determined by the importance of preserving the scientific legal heritage, the possibility of using its achievements, the need to study the history of international legal science. Of particular significance is the study of the activities of researchers who pio-neered international legal science in Kazakhstan: A.A. Akkushkarov, Ya.B. Belson, U.S. Dzhekebayev, M.K. Yermagambetov, T.M. Kulteleyev, N.S. Sagindykov, M.A. Sarsembayev, etc. The subsequent development of international legal science is asso-ciated with monographic and other studies of the prominent legal scholar M.A. Sarsembayev. The study of the history of the science of international law, as part of the politi-cal and legal consciousness, is legitimate. Its resources contain a large potential that has not been fully used, and contribute to the formation of a direction for further re-search. An analysis of the formation and development of international legal science in Kazakhstan provides an opportunity to summarize some of the results of development in general, and to identify the key issues in its history.

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)0.005
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
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 score0.867
Threshold uncertainty score0.739

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0020.000
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 head0.046
GPT teacher head0.351
Teacher spread0.305 · 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