PELATIHAN PEMBUATAN ECO ENZYM SECARA ONLINE DARI SAMPAH BUAH DAN SAYURAN SEBAGAI DISINFECTANT DAN HAND SANITIZER HERBAL KEPADA GURU-GURU SMK PUSAT KEUNGGULAN
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
Garbage is a waste material as a result of human activities which is a material that can no longer be used. Waste is solid waste consisting of organic and inorganic substances which are considered useless and must be managed so as not to harm the environment. Including organic waste, one of which is waste that comes from kitchen waste in every household, namely fruit and vegetable peel waste. Waste processing to reduce pollution and preserve the environment is to process waste into Eco Enzymes. The purpose of making Eco Enzyme is to process enzymes from organic waste that are usually thrown into trash cans into disinfectants and hand sanitizers.
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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.005 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 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