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Record W4413343514 · doi:10.29313/bcsurp.v5i2.20365

Keterkaitan Penerapan Biophilic Cities terhadap Urban Stress Masyarakat Kota Bandung

2025· article· en· W4413343514 on OpenAlexaff
Fathimah Nurul Hasanah Royyani, Verry Damayanti

Bibliographic record

VenueBandung Conference Series Urban & Regional Planning · 2025
Typearticle
Languageen
FieldArts and Humanities
TopicArchitectural and Urban Studies
Canadian institutionsEncana (Canada)
Fundersnot available
KeywordsGeography

Abstract

fetched live from OpenAlex

Abstract. Rapid urban growth triggers environmental degradation and increases urban stress caused by traffic congestion, air pollution, high temperatures, and the scarcity of natural elements. The biophilic cities concept offers a sustainable planning approach that integrates nature to enhance psychological well-being. This study identifies forms of urban stress in Bandung City (particularly emotional stress experienced in urban environments) and examines their relationship with biophilic elements. It focuses on three locations with different spatial characteristics: Bandung City Hall as a representation of office areas, Bandung Institute of Technology as an educational environment, and Grand Sharon Residence as an urban residential area. A mixed-method with descriptive quantitative and qualitative approaches was applied, involving field observations and questionnaires administered to 100 selected respondents. Findings show that 99% of respondents experience urban stress, with dominant factors varying by location. Biophilic elements such as natural air circulation, vegetation, water presence, and visual connection with nature are perceived to reduce stress. Areas with optimal biophilic implementation tend to have lower stress levels, emphasizing the importance of integrating this concept into psychologically friendly urban planning. Abstrak. Pertumbuhan kota yang pesat memicu degradasi lingkungan dan meningkatkan urban stress akibat kemacetan, polusi udara, suhu tinggi, serta minimnya elemen alami. Konsep biophilic cities menawarkan pendekatan perencanaan berkelanjutan yang mengintegrasikan alam untuk meningkatkan kesejahteraan psikologis. Penelitian ini mengidentifikasi bentuk urban stress di Kota Bandung (khususnya stress emosional yang dialami dalam lingkungan perkotaan) dan keterkaitannya dengan elemen biofilik. Penelitian ini fokus mengeksplorasi tiga lokasi dengan karakteristik kawasan berbeda di Kota Bandung, Kawasan Balai Kota Bandung sebagai representasi wilayah perkantoran, kampus Institut Teknologi Bandung yang mewakili kawasan pendidikan, serta kompleks perumahan Grand Sharon Residence yang menggambarkan fungsi permukiman perkotaan. Metode yang digunakan adalah mixed method dengan pendekatan deskriptif kuantitatif dan kualitatif, melalui observasi dan kuesioner terhadap 100 responden terpilih. Hasil menunjukkan 99% responden mengalami urban stress dengan faktor dominan berbeda di tiap lokasi. Elemen biofilik seperti sirkulasi udara alami, vegetasi, kehadiran air, dan koneksi visual dengan alam dianggap dapat menurunkan stres. Kawasan dengan penerapan biofilik optimal cenderung memiliki tingkat stres lebih rendah, menegaskan pentingnya penerapan konsep ini dalam perencanaan kota ramah psikologis.

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), Science and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.723
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0020.001
Scholarly communication0.0010.001
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.048
GPT teacher head0.244
Teacher spread0.195 · 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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