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Record W4414125357 · doi:10.54783/ijsoc.v7i1.1387

Indonesia’s Water Diplomacy and Leadership in Achieving SDG 6: A Strategic Approach to Sustainable Development

2025· article· en· W4414125357 on OpenAlexaff
Amelinda Qusnul Chotimah, Irene Holland

Bibliographic record

VenueInternational Journal of Science and Society · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicInternational Development and Aid
Canadian institutionsUniversity of Ottawa
Fundersnot available
KeywordsSustainable developmentDiplomacyIntegrated water resources managementWater resourcesSustainabilityGlobal challengesClean waterInternational trade and water

Abstract

fetched live from OpenAlex

Indonesia has contributed significantly in the effort to achieve Sustainable Development Goal 6 (SDG 6) through domestic water management and by advocating for global water diplomacy. At the domestic level, Indonesia created programs such as PAMSIMAS and the 100-0-100, which have expanded access to clean water and sanitation. However, some challenges persist, such as regional gaps, water pollution, and climate change weaknesses. At the global level, Indonesia influences platforms like the UN Water Conference and ASEAN to support fair water management and sustainable solutions. The appointment of Indonesia’s former foreign minister, Retno Marsudi, as the UN Special Envoy for Water Issues will provide Indonesia with more opportunities to impact the issue of global water regime, as this will connect international agendas with Indonesia’s national priorities. This study will explore Indonesia's dual approach opportunities to support domestic reforms with global commitments. This will be conducted through emphasizing accomplishments and challenges, as well as strengthening its role as a leader in sustainable development.

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)0.003
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: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.616
Threshold uncertainty score0.357

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
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 head0.074
GPT teacher head0.320
Teacher spread0.246 · 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 designQualitative
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
Published2025
Admission routes1
Has abstractyes

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