Regional characteristics of climatic change trend and abrupt change in Ningxia plain oasis
Bibliographic record
Abstract
The climate change characteristics of annual,decade,seasonal temperature and precipitation in Ningxia plain oasis were analyzed based on the observed data of temperature and precipitation in Ningxia Plain Oasis in recent 46 years.Analysis of the annual,seasonal climate change trend of the temperature and precipitation in Ningxia Plain Oasis were carried out using the methods of climatic trend rate,5-year moving average and Mann-Kendall statistictal.The mainly results showed:The climate has been becoming warmer since the 1980s in Ningxia Plain Oasis.The rising extent of the temperature in winter is the maximum,and the summer is the minimum.The trend of precipitation in Ningxia Plain Oasis is reducing,the extent of reduce is ZhongningYinchuanTaole.The trend of precipitation is increasing in winter,and it is reducing in other seasons.The results of Mann-Kendall statistic revealed that the abrupt change of temperature rise happened in 1984,and the abrupt change of precipitation reduce happened in 1965、1979、1981.In 2001 the precipitation was raised abruptly.In the background of global climate warming,the climate tends to be drier in Ningxia Plain Oasis.
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.
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".