KARAKTERISTIK PERGERAKAN PENUMPANG ANGKUTAN UMUM PERDESAAN DI KABUPATEN KUNINGAN
Bibliographic record
Abstract
Abstract The demand for rural public transportation is dominated by people who cannot access private vehicles. In terms of the number of operating routes and the performance of their services, currently rural public transport services tend to decline. The mobility of rural communities to reach social facilities can be hampered if there is no public transportation service, which in turn will reduce the quality of human resources in rural areas. This study focuses on the movement characteristics of rural public transport passengers in Kuningan Regency. Several rural transportation routes were taken as samples, namely route 030 Cilimus-Linggarjati, route 061 Cilimus-Mandirancan, and route 037 Lengkong-Rancakeusik. This study shows that the characteristics of the movement of rural public transport passengers are an integral part in an effort to maintain rural public transport services. These characteristics of passenger movement can be used to improve the performance of public transportation, become input for public transport operators, and become material for local governments to make policies Keywords: rural public transportation; public transport routes; public transport services; public transport performance. Abstrak Permintaan angkutan umum perdesaan didominasi oleh masyarakat yang tidak dapat mengakses kendaraan pribadi. Dari sisi jumlah trayek yang beroperasi dan kinerja layanannya, saat ini layanan angkutan umum perdesaan cenderung semakin menurun. Mobilitas masyarakat perdesaan untuk menjangkau fasilitas sosial dapat terhambat jika tidak ada layanan angkutan umum, yang pada akhirnya akan menurunkan kualitas sumber daya manusia di kawasan perdesaan. Studi ini berfokus pada karakteristik pergerakan penumpang angkutan umum perdesaan di Kabupaten Kuningan. Beberapa trayek angkutan perdesaan diambil sebagai sampel, yaitu trayek 030 Cilimus-Linggarjati, trayek 061 Cilimus-Mandirancan, dan trayek 037 Lengkong-Rancakeusik. Penelitian ini menunjukkan bahwa karakteristik pergerakan penumpang angkutan umum perdesaan merupakan bagian yang tidak terpisahkan dalam upaya mempertahankan layanan angkutan umum perdesaan. Karakteristik pergerakan penumpang ini dapat digunakan untuk meningkatkan kinerja angkutan umum, menjadi masukan bagi operator angkutan umum, serta menjadi bahan pemerintah daerah untuk membuat kebijakan. Kata-kata kunci: angkutan umum perdesaan; trayek angkutan umum; layanan angkutan umum; kinerja angkutan umum.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.008 | 0.001 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".