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Record W7131212456 · doi:10.14710/jpk.13.1.39-55

PENGENDALIAN TRANSFORMASI BENTUK RUMAH DI PERUMAHAN KORPRI PRAJAMUKTI, KOTA SALATIGA

2025· article· W7131212456 on OpenAlexaff
Sunarti Sunarti, Nany Yuliastuti, Wido Prananing Tyas, Kharunia Putri

Bibliographic record

VenueJurnal Pengembangan Kota · 2025
Typearticle
Language
FieldArts and Humanities
TopicArchitectural and Urban Studies
Canadian institutionsEncana (Canada)
Fundersnot available
KeywordsSignificant differenceRural populationPopulation

Abstract

fetched live from OpenAlex

Transformasi bentuk rumah merupakan fenomena umum pada perumahan subsidi, termasuk di Perumahan KORPRI Prajamukti, Kota Salatiga. Penelitian ini bertujuan menganalisis pengendalian transformasi rumah agar tetap sesuai regulasi dan standar yang berlaku. Metode yang digunakan adalah mixed method, dengan pendekatan kuantitatif untuk mengklasifikasikan transformasi melalui analisis spasial dan pembobotan, serta pendekatan kualitatif untuk mengidentifikasi faktor-faktor yang mempengaruhi transformasi melalui observasi, wawancara mendalam, dan analisis dokumen. Hasil penelitian menunjukkan 85,75% unit rumah mengalami transformasi, terdiri dari 6,75% transformasi ringan, 66,5% transformasi sedang, dan 12,5% transformasi total. Pengendalian dilakukan secara bertingkat dan kontekstual: pedoman teknis sederhana untuk transformasi ringan, pengaturan intensitas bangunan dan mekanisme perizinan terpantau untuk transformasi sedang, serta pengendalian ketat dan selektif yang mencakup evaluasi fungsi hunian, KDB, alokasi ruang terbuka, fasad, elemen visual, serta kualitas ventilasi dan pencahayaan alami untuk transformasi total. Pendekatan berbasis kelembagaan lokal dan partisipasi masyarakat terbukti penting untuk menjaga keseimbangan antara fleksibilitas adaptasi hunian dan kepentingan kolektif kawasan. Temuan ini menegaskan bahwa pengendalian transformasi rumah bukan untuk membatasi hak penghuni, tetapi untuk memastikan transformasi mendukung peningkatan kualitas hidup tanpa mengorbankan keteraturan, kualitas lingkungan, dan keberlanjutan perumahan subsidi.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Scholarly communication, Insufficient payload (model declined to judge)
Consensus categoriesMeta-epidemiology (narrow)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.768
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0010.000
Science and technology studies0.0060.002
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0000.002
Insufficient payload (model declined to judge)0.0050.001

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 head0.020
GPT teacher head0.248
Teacher spread0.228 · 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; both teacher heads agree on what is shown here.

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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