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Record W4320185307 · doi:10.1353/asp.2023.0001

Asian States and the Arctic Ocean

2023· article· en· W4320185307 on OpenAlexaboutno aff
Hide Sakaguchi

Bibliographic record

VenueAsia policy · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicArctic and Russian Policy Studies
Canadian institutionsnot available
Fundersnot available
KeywordsPopulationWorld populationPopulation growthGeographyChinaAgricultural economicsNatural resource economicsEconomicsDemography

Abstract

fetched live from OpenAlex

Asian States and the Arctic Ocean Hide Sakaguchi According to solar physics data, the earth receives 7,400 quadrillion kilojoules (kJ) of energy from the sun each day. From this energy hitting the earth, it is estimated that roughly 80 trillion kJ is available to humans through the food chain from plants and animals. The amount of energy from food that each individual human needs each day is approximately 10 thousand kJ. Thus, solar energy can feed at most 8 billion people through the food chain from plants and animals. According to World Population Prospects 2022, the global population reached 8 billion in November 2022. The populations of China and India are each more than 1.4 billion, and other Asian countries such as Indonesia, Pakistan, Bangladesh, Japan, the Philippines, Vietnam, and Thailand are also among the top twenty largest countries by population. The sum of the populations in these nine countries alone is 3.9 billion. Thus, we should be aware that world population has already reached earth's capacity, and 50% of these people are concentrated in Asia. And yet, world population is projected to continue growing at a high rate for several decades, so we must intensify food production. However, doing so requires huge amounts of energy—in fact, 4% of global electric energy currently consumed is to produce nitrogen fertilizer in support of food production. Consequently, population, food, resources, energy, and the environment are all interrelated global problems, and we are now at a critical point. However, there exists a buffer to alleviate some of the tension of these problems—the oceans. The oceans can work to produce food and energy. At the same time, science has proven that the oceans can support carbon and nitrogen fixation, enabling these elements to support plant life and be used in fertilizers. The Arctic Ocean, especially, has great potential for those purposes. The Arctic Ocean is considered a large polar sea surrounded by the following five coastal states: Canada, Denmark (via Greenland), Norway (via Svalbard), Russia, and the United States (via Alaska). In terms of economic exclusive zones (EEZs), the largest area of Arctic Ocean by country belongs to Canada, 5.3 million square kilometers, while the second-largest belongs to Russia at 4.3 million square kilometers. Therefore, to address the global problems mentioned above, collaboration and cooperation between Asian states, which are largely driving global population growth, and the Arctic states, especially Canada with the largest share of the Arctic Ocean within its EEZ, are essential. International cooperation must be carried out through the development and conservation of the Arctic Ocean. In this context, projects to introduce the [End Page 3] ocean and its development potential to Asian states to attract investment, scientific research, and technological development are of the highest importance. This ocean is truly the last frontier and may be key to our last stand to save the earth. [End Page 4] Hide Sakaguchi President Ocean Policy Research Institute of the Sasakawa Peace Foundation Copyright © 2023 The National Bureau of Asian Research, Seattle, Washington

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: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.956
Threshold uncertainty score0.971

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.001
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 head0.019
GPT teacher head0.329
Teacher spread0.310 · 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

Citations1
Published2023
Admission routes1
Has abstractyes

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