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Record W4409210519 · doi:10.51172/jbmb.v6i1.429

Kesiapan Aktor dan Kebijakan dalam Mewujudkan Smart Mobility di Provinsi Bali

2025· article· en· W4409210519 on OpenAlex
Arif Ganda Purnama, Surya Tri Esthi Wira Hutama, Muhammad Indra Hadi Wijaya, Mentari Pratami

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueJurnal Bali Membangun Bali · 2025
Typearticle
Languageen
FieldEngineering
TopicUrban Transport Systems Analysis
Canadian institutionsEncana (Canada)
Fundersnot available
KeywordsMaterials science

Abstract

fetched live from OpenAlex

Purpose: As the gateway to Indonesian tourism, Bali needs to transform into a smart city to overcome the complexity of the political environment, social and economic disparities, resolve rigid administrative systems, and increase the effectiveness of city infrastructure. One of the infrastructure problems is in the transportation sector which is caused by limited public transportation facilities to keep up with the increasing use of land as a generator and the use of private vehicles. This research tries to analyze the role of the actors and policies involved and the role of policy, power, interests, the relationship between actors and policies in realizing smart mobility. Research methods: Data sources for analysis were obtained from secondary data from planning documents and were verified through limited discussions with stakeholders. Results and discussion: The results obtained by policies related to smart mobility in Bali Province have fulfilled all the components that form smart mobility in Bali Province. Actors with high capabilities and interests include the Inna Group, Electric Vehicle Committee, Transportation Agency, PLN, and GIZ. The analysis of the relationship between policies, actors, and indicators of smart mobility shows that all actors and policies in Bali Province are suitable for realizing smart mobility. Implication: By recognizing smart mobility, it is hoped that people will get a better quality of life in several aspects: a better environment, better public services, and better economic and employment opportunities.

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 categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.279
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.006
GPT teacher head0.207
Teacher spread0.201 · 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