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Record W4413343482 · doi:10.29313/bcsurp.v5i2.19838

Evaluasi Kinerja Operasional Angkot Banjaran - Taman Cibaduyut Indah di Kabupaten Bandung

2025· article· en· W4413343482 on OpenAlex
Ammarrafi Rahman Alharits, Dadan Mukhsin

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

VenueBandung Conference Series Urban & Regional Planning · 2025
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicAgriculture and Agroindustry Studies
Canadian institutionsEncana (Canada)
Fundersnot available
KeywordsBusinessBusiness administration

Abstract

fetched live from OpenAlex

Abstract. The Banjaran–Taman Cibaduyut Indah corridor shows significant movement potential, driven by predominant land uses such as residential areas (43.43%) and industrial/commercial zones (10.82%). The estimated trip generation reaches 124,186 movements, while the potential passenger demand accounts for only 16.17% (20,089 passengers). Users perceive the quality of public minibus (angkot) services—particularly in terms of travel time and cost efficiency, safety, security, and comfort—as inadequate. Therefore, operational performance must be evaluated using the standards set by the Decree of the Director General of Land Transportation No. SK.687/AJ.206/DRJD/2002 on Technical Guidelines for Urban Public Transport Operations. This study applies a mixed-method approach, combining quantitative and qualitative analysis, with data collected through primary and secondary sources. The findings indicate that six out of eight operational performance parameters require improvement, including load factor, time headway, travel time, service hours, vehicle frequency, number of operating vehicles, and passenger waiting time. Abstrak. Koridor Rute Banjaran – Taman Cibaduyut Indah merupakan wilayah yang memiliki potensi pergerakan besar, dilihat dari penggunaan lahan yang dominan yaitu permukiman (43,43%), dan industri & perdagangan jasa (10,82%). Potensi bangkitan pergerakan koridor ini sebesar 124.186 pergerakan, sedangkan permintaan potensial penumpang hanya 16,17% (20.089 penumpang). Penumpang menilai bahwa kualitas pelayanan angkot dari sisi efektivitas waktu dan biaya, keamanan, keselamatan, dan kenyamanannya masih kurang. Maka, perlu dievaluasi kinerja operasional angkotnya dengan standar pada kebijakan Keputusan Direktur Jenderal Perhubungan Darat Nomor SK.687/AJ.206/DRJD/2002 tentang Pedoman Teknis Penyelenggaraan Angkutan Penumpang Umum di Wilayah Perkotaan dalam Trayek Tetap dan Teratur. Metode pendekatan yang digunakan adalah kuantitatif dam kualitatif dengan metode analisis deskripsi kuantitatif, dan pengumpulan data primer dan sekunder. Hasil identifikasi menunjukkan bahwa terdapat 6 (enam) dari 8 (delapan) parameter kinerja operasional yang perlu diperbaiki, yaitu load factor, time headway, waktu perjalanan, waktu pelayanan, frekuensi kendaraan, kendaraan yang beroperasi, dan waktu tunggu.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.257
Threshold uncertainty score0.866

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.001
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 head0.045
GPT teacher head0.256
Teacher spread0.211 · 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