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
The planted roof, like natural green land, can provide the space where the animals and plants can dwell and also enables the building to prepare for the flood and exhaustion of underground water by reserving the precipitation fallen to the top 문 delaying time of outflow. In addition, it can decrease the amount of energy consumption for air cooling and heating, and specially weaken the heat islad phenomenon of urban by reflecting the excessive solar radiation which comes into the inside of buildings. There are also other benefits which roof planting provides such as purification of air, creation of oxygen, offer of rest ane recreation. The purpose of this study is to find out the characteristics of planning factors and improvement of a green roof system. To accomplish this purpose, we analyse the six building based on the green roof system in Japan, America, Canada, Britain. As a result, we were able to classify the characteristic of planning factors and improvement of a green roof system.
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 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.009 | 0.011 |
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