Variations on equilibrium line altitude of the Glacier No.1 at the headwaters of Urumqi River,during 1959-2009
Bibliographic record
Abstract
Based on the observation data of the Glacier No.1 at the headwaters of Urumqi River,Tianshan Mountains during the period 1959-2009,the variation characteristics of the equilibrium line altitude(ELA) were analyzed.Furthermore,statistical relations between ELA and summer air temperature and summer precipitation,which are the major influencing factors of ELA,were established.Results indicated that the ELA rose slowly and fell steadily,and then roses and declined sharply during the the past 51 years.However,the ELA of the glacier showed an increased tendency with the value of about 45 m for the entire period.Good linear correlation was existed between the ELA and annual net mass balance.The altitude of the equilibrium line was 4018m when the glacier was at the steady state.In addition,climatic sensitivity research of the altitude of the equilibrium line showed that the ELA ascended or descended by 64m when summer temperature increased or decreased by 1°C,and ELA ascended or descended by 21m when summer precipitation decreased or increased by 100mm.The summer air temperature was the leading climatic factor influencing the variations of ELA.
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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) | 0.002 | 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".