Spatial Characteristics of Population Distribution and Its Evolution Tendency in Shanxi Province
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
Using the index of spatial autocorrelation,population structure,population center of gravity,and other research methods,and some theory guilds taking out 97 administrative region in province as the research unit,and using 1990-2000 as the research range,selecting population and population density as the research object,the characteristics of population spatial distribution in province and its space-time evolution trend were described,and then got the following conclusions: The population spatial distribution in was the pattern ofmiddle high-north and south low characteristics. In Shanxi Province population density spatial distribution was spatial correlation,the population agglomeration was stronger,and integration trend was slightly weakened over time. The imbalance of the spatial distribution of population was more obvious and it had a rising trend. The center gravity of population moved to northeast,whose movement speed was accelerated.
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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 | 0.001 | 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