PERENCANAAN PEMBANGUNAN INFRASTRUKTUR JALAN RAYA DI TEMANGGUNG
Bibliographic record
Abstract
Pada perancangan infrastruktur jalan ini, wilayah perancangan berada di Kabupaten Temanggung yang terletak di Provinsi Jawa Tengah. Berbagai potensi yang ada pada Kabupaten Temanggung perlu untuk lebih ditingkatkan, namun akses pembangunan jalan pada wilayah Temanggung belum merata dan kurang memadai serta faktor kendala geografis seperti adanya lembah dan pegunungan, oleh sebab itu perencanaan infrastruktur jalan ini diharapkan dapat menciptakan keberlanjutan dan kesejahteraan masyarakat melalui peningkatan konektivitas dan aksesibilitas. Laporan ini akan memberikan sedikit gambaran mengenai desain jalan dengan memperhatikan alinemen horizontal dan vertikal, memyusun kelayakan dari infrastruktur jalan dan tebal perkerasan. Desain yang dirancangkan ini menggunakan teknologi berupa aplikasi Civil 3D dan Autocad yang sangat membantu laporan ini sehingga dapat disusun secara baik dan dapat memberikan gambaran secara lebih nyata tentang perencanaan pembangunan infrastruktur jalan di Kabupaten Temanggung.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.056 | 0.014 |
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".