MétaCan
Menu
Back to cohort
Record W4380631711 · doi:10.6000/1929-4409.2020.09.242

Theoretical Aspects of Migration and its Impact on Political Processes

2022· article· en· W4380631711 on OpenAlexvenueno aff
Denis Ivanovich Igonin, Руслан Фаритович Гарипов

Bibliographic record

VenueInternational Journal of Criminology and Sociology · 2022
Typearticle
Languageen
FieldSocial Sciences
TopicRegional Socio-Economic Development Trends
Canadian institutionsnot available
FundersKazan Federal University
KeywordsPoliticsNoveltyState (computer science)PhenomenonPolitical sciencePositive economicsSubject (documents)Interpretation (philosophy)Economic systemSociologyPolitical economyEpistemologyEconomicsSocial psychologyPsychologyLawComputer science

Abstract

fetched live from OpenAlex

The authors of the paper set the goal of examining the theoretical aspects of migration and showing the relationship between the influence of this social phenomenon on the political processes of the state and state policy in general. The authors highlight the main interdisciplinary approaches to the definition of the term “migration” with the aim of concretizing it in political science within the framework of the study. The study also answers the question of the relationship between "policy" and "politics" within a migration policy by comparing "state migration policy" and "migration policy", concerning which there is a different interpretation. The object of research is migration. The subject is migration policy and state migration policy. The topic is relevant because in the early 2000s migration acquired a new global scale under the influence of many heterogeneous factors often caused by adverse economic, social and socio-psychological conditions, as well as military conflicts of an interreligious and ethnopolitical nature. The research uses systemic, comparative, institutional, and ethnopolitical approaches. The systematization of approaches presents the scientific novelty to the definition of migration, as well as by the mutual influence of migration processes and political and administrative decisions.

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)0.001
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: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.044
Threshold uncertainty score0.541

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
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 science0.0000.000
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 head0.049
GPT teacher head0.372
Teacher spread0.323 · 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 designTheoretical or conceptual
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
Published2022
Admission routes1
Has abstractyes

Explore more

Same venueInternational Journal of Criminology and SociologySame topicRegional Socio-Economic Development TrendsFrench-language works237,207