Prediksi Kebutuhan Kapasitas Dermaga Berdasarkan Tren Perubahan Pola Penyeberangan
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.
Bibliographic record
Abstract
Penelitian ini mengkaji kebutuhan kapasitas dermaga pelabuhan penyeberangan di Pelabuhan Pomako, Papua dengan mempertimbangkan perubahan pola penyeberangan. Permasalahan utama adalah ketidakseimbangan antara kapasitas kapal dan fluktuasi permintaan penumpang serta kendaraan, yang berdampak pada operasional pelabuan. Metode yang digunakan adalah proyeksi ekonometrik berbasis analisis regresi menggunakan data time-series pada rentang tahun 2017–2021, yang mengaitkan jumlah pengguna pelabuhan, baik itu jumlah penumpang, motor serta angkutan ringan dan berat dengan variabel ekonomi dan demografi seperti PDRB dan jumlah penduduk. Hasil proyeksi menunjukkan peningkatan signifikan kebutuhan kapasitas dermaga seiring dengan pertumbuhan ekonomi dan populasi, dengan proyeksi peningkatan jumlah penumpang hingga 36,6% dan kendaraan angkutan ringan dan berat masing-masing hingga 57,7% dan 35,5% pada tahun 2030. Hasil penelitian menyimpulkan kapasitas dermaga saat ini perlu ditingkatkan untuk mengakomodasi lonjakan permintaan dan mengoptimalkan pelayanan pelabuhan agar efisien dan berkelanjutan. Rekomendasi ini penting untuk mendukung kelancaran mobilitas dan distribusi barang di wilayah Papua. This study examines the dock capacity requirements at Pomako Ferry ports, considering changing crossing patterns. The primary issue is the imbalance between vessel capacity and the fluctuating demand for passengers and vehicles, which impacts port operations. The method used is an econometric projection based on regression analysis using time-series data from 2017 to 2021, linking the number of port users—including passengers, motorcycles, and light and heavy vehicles—with economic and demographic variables such as GRDP and population. The projection results indicate a significant increase in dock capacity needs in line with economic and population growth, with passenger numbers expected to rise by 36.6%, and light and heavy vehicle transport by 57.7% and 35.5%, respectively, by 2030. The study concludes that the current dock capacity must be enhanced to accommodate demand surges and optimize port services for efficiency and sustainability. These recommendations are crucial to support smooth mobility and goods distribution in the Papua region.
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 imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it