Analysis of the Causes and Countermeasures of the Phenomenon of “Unfinished Buildings”
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
Real estate is very important to the Chinese economy and has driven its rapid development in the past few decades. However, China’s real estate market has experienced fluctuations in recent years, causing numerous attentions from all over the word. With the continuous advancement of the real estate market, the problem of unfinished buildings is also a major hidden danger. The appearance of unfinished buildings not only brings great economic losses to the citizens but also brings huge negative effects to society. This study analyzes the causes of the unfinished buildings from various aspects, such as capital chain break, real estate project engineering problems, real estate lack of self-control, and economic disputes, and puts forward a series of preventive measures according to the causes, finally removing this hidden danger at the root. In order to maintain the balance of the real estate market and protect the good image of the city, new suggestions are provided.
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 | 0.000 | 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