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
In this paper, the Canada's real estate transaction system is introduced, which has similar to that of in the eastern United States. In other words, the real estate agents cooperate with the real estate lawyers at the closing process. In Korea, the real estate agents normally collaborative with other experts such as judicial scriveners and accountants at the closing process. Thus, the collaboration with the real estate lawyers may be easier than introducing a new system, the Escrow. In Korea, unlike to the Unite State, the real estate can be divided into building and land, and the rights over the real estate are not as simple as that of in the United State. Therefore, the cooperation between real estate agents and lawyers helps protect the socially widespread crimes, i.e. downsizing contracts, document forgeries, double contracts, and so on. Therefore, the collaboration with the real estate lawyers at the closing process may contribute the real estate transaction system more safer and increase reliability.
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 | 0.000 | 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 | 0.001 | 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) | 0.013 | 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