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Record W4365385984 · doi:10.46692/9781529213478.021

Conclusion: Looking over the Horizon – Prospects for Settlement of the South China Sea Dispute?

2021· other· en· W4365385984 on OpenAlexaff
Gordon Houlden

Bibliographic record

Venuenot available
Typeother
Languageen
FieldEnvironmental Science
TopicInternational Maritime Law Issues
Canadian institutionsUniversity of Alberta
Fundersnot available
KeywordsSettlement (finance)ChinaHorizonDeepwater horizonGeographyPolitical scienceArchaeologyEconomicsEnvironmental protectionFinanceOil spillMathematics

Abstract

fetched live from OpenAlex

This volume has provided a broad assessment by experts of the complex political and security challenges that arise from highly divergent national views on the South China Sea (SCS). But it is evident that there is no consensus among the claimant states regarding the future of the SCS, nor among external stakeholders. This volume will most certainly not be the last word on a dispute that has endured decades, and that is likely to stretch deep into the 21st century without a comprehensive settlement or resolution. From the defeat of the Empire of Japan by the United States (US) and its wartime allies in 1945 until the 1974 expulsion of Vietnamese armed forces from the Paracels, the SCS was a peripheral international issue in a world dominated by the security challenges of the Cold War between the US and the Soviet Union. As noted by John Callahan in Chapter 12, the US Navy (USN) was largely unchallenged in the SCS waters, while China possessed only a modest coastal naval force. The rise in Chinese economic power allowed the People's Republic of China (PRC) to devote funding to building a blue-water navy and, through massive dredging operations, to expand islets or to create islands from atolls or rocky outcrops of the sea, and to build on these features extensive naval, coast guard, and air force installations. However, as noted by Stein Tønnesson in the Foreword, none of the other SCS claimant states possess the means to compete successfully with China in terms of military capacity. Two external stakeholders – the US and Japan – have sufficient military resources to play a role in security issues related to the SCS, but only the US possesses the means to project sufficient power into the SCS and thus to contest PRC dominance. Future status of the South China Sea It is difficult to imagine the disputing claimant states achieving consensus on the competing legal claims in the foreseeable future. For the top Chinese leadership, the high profile accorded to China's efforts to solidify its SCS claims, and the personal involvement of the PRC's Xi Jinping in pushing those claims makes any backing-down on China's SCS policies unlikely. Furthermore, the very prominence of Chinese claims in the Chinese state media and in the PRC educational curriculum may serve as a brake to Chinese willingness to compromise on SCS issues.

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)0.006
metaresearch head score (Gemma)0.008
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: Not applicable
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.022
Threshold uncertainty score0.074

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0060.008
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.001
Science and technology studies0.0080.007
Scholarly communication0.0130.014
Open science0.0020.005
Research integrity0.0110.009
Insufficient payload (model declined to judge)0.0220.003

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 head0.005
GPT teacher head0.231
Teacher spread0.226 · 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
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".

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Citations0
Published2021
Admission routes1
Has abstractyes

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Same topicInternational Maritime Law IssuesFrench-language works237,207