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Record W4413343491 · doi:10.29313/bcsurp.v5i2.21064

Kajian Kualitas Ruang Publik di Kawasan Sport Center Tadjimalela Sumedang

2025· article· en· W4413343491 on OpenAlexaff
Restu Sekar Agustin, Verry Damayanti

Bibliographic record

VenueBandung Conference Series Urban & Regional Planning · 2025
Typearticle
Languageen
FieldComputer Science
TopicMultimedia Learning Systems
Canadian institutionsEncana (Canada)
Fundersnot available
KeywordsCenter (category theory)Chemistry

Abstract

fetched live from OpenAlex

Abstract. Public spaces play a crucial role in urban life. One example is the Sports Center, which is a public space providing facilities that serve the community. These facilities are often poorly managed by both the government and the private sector, for example, inadequate facilities that are unsuitable for use by users. If not addressed promptly, this will lead to more complex problems and hinder development, especially in Sumedang Regency. The method used is quantitative. While the analysis carried out includes Descriptive Analysis and GPSI (Good Public Space Index) Analysis. GPSI is used to assess the quality of public spaces based on various dimensions of space use by the community, such as intensity of use, diversity of activities, duration of visits, as well as time variations and user characteristics. The data collection process was through observation and questionnaires. Based on the results of the analysis using GPSI, the quality of the area is classified as moderate with stable intensity of use and diversity of activities still dominated by sports. However, aspects of comfort and security still need to be improved due to limited facilities. This area has great potential to be developed into a more inclusive and comfortable public space. Abstrak. Ruang publik memiliki peranan yang sangat penting dalam kehidupan perkotaan. Salah satunya yaitu Sport Center, bahwa pusat olahraga ini merupakan salah satu area ruang publik dan menyediakan fasilitas yang melayani masyarakat yang sering kali kurangnya dikelola dengan baik oleh pemerintah maupun pihak swasta, contohnya mulai dari fasilitas yang tidak menunjang dan tidak layak untuk dipakai oleh para pengguna. Hal tersebut apabila tidak segera ditangani maka akan menyebabkan masalah yang lebih kompleks dan menghambat perkembangan khususnya di Kabupaten Sumedang. Metode yang digunakan yaitu kuantitatif. Sedangkan analisis yang dilakukan yaitu terdapat Analisis Deskriptif dan Analisis GPSI (Good Public Space Index). GPSI digunakan untuk menilai kualitas ruang publik berdasarkan berbagai dimensi penggunaan ruang oleh masyarakat, seperti intensitas penggunaan, keberagaman aktivitas, durasi kunjungan, serta variasi waktu dan karakteristik pengguna. Proses pengumpulan data melalui observasi dan kuesioner. Berdasarkan hasil analisis menggunakan GPSI, kualitas kawasan tergolong sedang dengan intensitas penggunaan yang stabil dan keberagaman aktivitas yang masih didominasi oleh olahraga. Namun, aspek kenyamanan dan keamanan masih perlu ditingkatkan karena keterbatasan fasilitas. Kawasan ini memiliki potensi besar untuk dikembangkan menjadi ruang publik yang lebih inklusif dan nyaman. Kata Kunci: Ruang Publik, Sport Center, Kualitas

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)0.000
metaresearch head score (Gemma)0.000
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.025
Threshold uncertainty score0.084

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0020.000
Scholarly communication0.0010.000
Open science0.0000.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0250.003

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 head0.033
GPT teacher head0.276
Teacher spread0.244 · 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 designObservational
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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