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Record W4413332820 · doi:10.29313/bcsurp.v5i2.20608

Diversitas Penggunaan Lahan pada Kawasan Komersial Jalan Cihampelas dan Sekitarnya

2025· article· en· W4413332820 on OpenAlexaff
Devani Maulia Putri, Fachmy Sugih Pradifta

Bibliographic record

VenueBandung Conference Series Urban & Regional Planning · 2025
Typearticle
Languageen
FieldEngineering
TopicGeotechnical and construction materials studies
Canadian institutionsEncana (Canada)
Fundersnot available
KeywordsGeography

Abstract

fetched live from OpenAlex

Abstract. Land use diversity is one of the supporting aspects in the movement of urban communities. Bandung City has several City Strategic Areas (KSK) for economic growth, one of which is the KSK jeans and fashion center Cihampelas. As a linear trade, the commercial area of Jalan Cihampelas and its surroundings is a dense and crowded area with visitors. The diversity of land use in the commercial area of Jalan Cihampelas and its surroundings allows visitors there to get different goals or activities within a small area, thus increasing the integration of movement. The approach method used in this study is a quantitative approach with data collection techniques through observation, literature studies, and satellite imagery. The observational data obtained will go through an image accuracy test to measure the level of data confidence before being analyzed. Meanwhile, the research method used is entropy index analysis which can show the heterogeneity of land use from each predetermined analysis grid. The results found that the grid with the highest entropy index in the research area is in grid 3 (three). Abstrak. Diversitas penggunaan lahan merupakan salah satu aspek pendukung dalam pergerakan masyarakat kota. Kota Bandung memiliki beberapa Kawasan Strategis Kota (KSK) pertumbuhan ekonomi, salah satunya adalah KSK sentra jeans dan fashion Cihampelas. Sebagai perdagangan linier, kawasan komersial Jalan Cihampelas dan sekitarnya menjadi area yang padat dan ramai pengunjung. Keragaman penggunaan lahan pada kawasan komersial Jalan Cihampelas dan sekitarnya memungkinkan pengunjung yang berada di sana mendapatkan tujuan atau kegiatan yeng berbeda-beda dalam satu lingkup wilayah yang kecil, sehingga dapat meningkatkan integrasi pergerakan. Metode pendekatan yang dilakukan pada penelitian ini adalah pendekatan kuantitatif dengan teknik pengumpulan data melalui observasi, studi literatur, dan citra satelit. Data hasil observasi yang didapatkan akan melalui uji akurasi citra untuk mengukur tingkat kepercayaan data sebelum dianalisis Sedangkan metode penelitian yang digunakan adalah analisis entropy index yang dapat menunjukan heterogenitas penggunaan lahan dari tiap-tiap grid analisis yang telah ditentukan. Hasilnya, ditemukan bahwa grid dengan entropy index tertinggi wilayah penelitian terdapat pada grid 3 (tiga).

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)0.000
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: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.413
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
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 head0.016
GPT teacher head0.209
Teacher spread0.193 · 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.

Study designNot applicable
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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