Management of Land for Industrial Buildings During the New Urbanization Process
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
he purpose of this study is to locate the problems of the management of the land for industrial buildings during the process of new-type urbanization and new-type industrialization, and to find out the reasons behind as well as to put forward countermeasures. The results show that problems such as non-standard land supplying for industrial buildings, change in the use of industrial land, illegal sales, and low efficiency of land use are prominent during the construction and development of industrial buildings. These problems are caused by a lack of legal constraints, lure of economic interests, land rent-seeking behaviors, unclear regulations for settle-in enterprises, poor supervision on land use, and weak awareness of law when managing and using land. Based on the results, effective countermeasures to improve the management of land for industrial buildings are suggested including perfecting the laws and regulations, clarifying the development direction of industry, establishing linkage office system, refining the supervision on the ways of using land and strengthening the publicity of legal use of land.
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 | 0.001 |
| 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) | 0.000 | 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