Application of soil seed bank in wasteland revegetation project
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
With the material 5cm deep of top soil,which is under the woods of Chinese Cork Oak(Quercus variabilisi)n the urban constructing lands of Osaka International Culture Park in Minoh city,Osaka prefecture,the author carried out a small-scale spreading test of forest top soil.A small piece of wasteland is used as the test field,in Yamadaike Park in Hirokata city,Osaka prefecture.Based on the ecological significance of soil seed bank,the purpose of this research is to discuss the possibility of revegetation using forest top soil.Furthermore,the research analyzes the vegetation species of soil seed bank,the number of germinant plants in different treatments,the status of seedling growth in the early time,the forming of vegetation,the relationship of the germinant plant species and the vegetation in the soil collection area and the effect of different treatments on the germinant plants and so on.
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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