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Record W4403001316 · doi:10.5539/jpl.v17n4p22

Research on China-Laos Cooperation to Combating Cross-Border Telecom Network Fraud

2024· article· en· W4403001316 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.

venuePublished in a venue whose home country is Canada.
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

VenueJournal of Politics and Law · 2024
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicE-commerce and Technology Innovations
Canadian institutionsnot available
Fundersnot available
KeywordsChinaTelecommunicationsBusinessPolitical scienceComputer scienceLaw

Abstract

fetched live from OpenAlex

Telecom network fraud has arisen as a significant transnational crime impacting China and Laos, capitalizing on legal, jurisdictional, and technical discrepancies between the two nations. This paper analyzes the collaborative initiatives between China and Laos to address cross-border telecom network fraud, highlighting significant joint operations carried out from 2016 to 2024. The magnitude of telecom network fraud is shown by the extradition of over 2,500 criminals from Laos to China, which has averted millions of dollars in financial damages via collaborative law enforcement initiatives. The study analyzes significant hurdles, including jurisdictional limitations, technology inadequacies, and political factors that influence the effectiveness of joint operations. This paper proposes improved strategies for real-time digital evidence-sharing, the formation of joint task forces, enhanced financial intelligence monitoring, and expedited extradition processes through the analysis of case studies and ongoing collaborative efforts. By enhancing technological capabilities, offering training, and bolstering political support, China and Laos can establish a more robust framework for addressing telecom network fraud and ensuring regional security.

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)0.001
metaresearch head score (Gemma)0.000
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 score0.913
Threshold uncertainty score0.702

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0010.000
Open science0.0000.000
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 head0.034
GPT teacher head0.402
Teacher spread0.368 · 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