Bibliographic record
Abstract
Pulau Enggano adalah salah satu pulau terluar Indonesia yang terletak di samudra Hindia. Pulau Enggano ini merupakan bagian dari wilayah pemerintah Kabupaten Bengkulu Utara, Provinsi Bengkulu, dan merupakan satu kecamatan Enggano. Pulau Enggano merupakan salah satu pulau yang akan dikembangkan. Pulau ini berada di sebelah barat daya dari kota Bengkulu dengan koordinat 05° 23′ 21″ LS, 102° 24′ 40″ BT. Berdasarkan data Badan Pusat Statistik tahun 2020, jumlah penduduk Enggano sebanyak 4.035 jiwa. Sebagian jalan tersebut berupa penetrasi McAdam, sisanya masih jalan tanah. Walaupun LHR-nya kurang dari 50 kendaraan dengan beban kurang dari 8 ton, kondisi jalan tersebut saat ini sudah sangat memprihatinkan. Study ini bertujuan untuk mengetahui hasil terbaik yang akan digunakan untuk perbaikan jalan di provinsi terluar bengkulu. Bahan uji material yang digunakan adalah krokos dan campuran pendukungnya, yaitu agregat lokal (krokos), krokos plus semen 7%, dan krokos plus pasir 35%.
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 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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.019 | 0.004 |
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".