PERMEABILITAS TANAH BERBAGAI TIPE PENGGUNAAN LAHAN DI TANAH ALUVIAL PESISIR DAS CIMANUK, INDRAMAYU
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
Pesisir Indramayu termasuk wilayah DAS Cimanuk dengan jenis tanah Aluvial/Entisols. Pengetahuan berapa besar kemampuan tanah Aluvial dalam pergerakan air (permeabilitas) merupakan aspek penting dalam hubungannya dengan lingkungan. Studi variasi tingkat permeabilitas tanah akibat berbagai tipe penggunaan lahan pada tanah Aluvial telah dilakukan. Survei lapangan dilakukan dengan pengambilan contoh tanah. Contoh tanah untuk penetapan sifat permeabilitas tanah berdasarkan metode constan head. Analisis kimia tanah dilakukan untuk kandungan fraksi organik tanah, tekstur tanah. Hasil analisis menunjukkan lahan hutan memberikan hasil yang lebih cepat dibanding tipe penggunaan lahan lain. Kebun monokultur menghasilkan rata-rata permeabilitas yang lebih tinggi dibanding lahan kebun campuran.
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 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 0.010 |
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