Kelimpahan dan Indeks Ekologis Perifiton di Sungai Bone Kabupaten Bone Bolango Gorontalo
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
Perifiton merupakan organisme yang hidup menempel pada substrat alam iseperti batu. Tujuan dari penelitian ini yaitu untuk mengetahui kelimpahan perifiton di Sungai Bone Kabupaten Bone Bolango. Penelitian ini dilakukan di dua stasiun yakni di Desa Panggulo Kecamatan Suwawa Timur dan Desa Tolomato Kecamatan Suwawa Tengah Kabupaten Bone Bolango. Hasil penelitian menunjukkan bahwa di Sungai Bone ditemukan 23 genus yang terdiri dari 8 kelas. Kelimpahan relatif perifiton yang tertinggi yaitu dari kelas Bacillariophyceae sebesar 33%. Indeks keanekaragaman perifiton di Stasiun 1 berkisar 1,80-1,90 dan pada Stasiun 2 berkisar 1,81-1,99. Indeks keseragaman perifiton di Stasiun 1 berkisar 0,70-0,75 dan di Stasiun 2 berkisar 0,86-0,93. Indeks dominansi hampir tidak ada individu yang mendominasi.
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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 0.005 |
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