Huaihua International Inland Port Development and Its Impact on Local Residents’ Housing Demand
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
Studies have shown that constructing international inland ports can create an impetus for the local community’s comprehensive economic and social development. It can also promote population concentration and accelerate urbanization in inland areas. Population inflow affects residents’ housing demand. An in-depth study should be conducted on the impact of the construction of Huaihua International Inland Port on the housing demand of the residents in the southwestern Hunan area. From the perspective of the development trajectory of Huaihua International Inland Port, it analyzes how the port affects the local economy, employment, government revenue, and urbanization progress. Combined with the analysis of residents’ housing status in Huaihua City of Hunan Province, China, it predicts their future housing demand in Huaihua City. The results show that residents’ housing demand will change in stages.
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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 | 0.002 | 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 | 0.001 |
| 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