Estimation of Transport and Functional Convenience of Assessment Areas During the Regulatory Monetary Valuation of Land Plots In Cities
Bibliographic record
Abstract
Normative monetary valuation of land is used to calculate the amount of land tax, state duty on mines, inheritance and donation of land according to the law, rent for land of state and communal ownership, losses of agricultural and forestry production, as well as developing indicators and mechanisms of economic incentives for the rational use and protection of land.The method of this indicator calculating was changed at the legislative level in 2021, but it is not perfect, as it does not contain a clear algorithm for consideration of all factors, including transport and functional convenience, on land value indicators in cities.There are no recommendations on the selection of evaluation factors, no the list of indicators, any procedure for calculating and interpreting the results and their application in calculating the normative monetary valuation of land, which became the basis for this study.The purpose of the study is to improve the approach to assessing and consideration the factors of transport and functional convenience during the regulatory monetary valuation of land in cities.
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How this classification was reachedexpand
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 | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".