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Record W2371566580

Effect of the recent climate change on water resource in Heihe river basin

2010· article· en· W2371566580 on OpenAlex
Xiaoyu Zhang

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueGanhanqu ziyuan yu huanjing · 2010
Typearticle
Languageen
FieldEnvironmental Science
TopicEnvironmental and Agricultural Sciences
Canadian institutionsScience North
Fundersnot available
KeywordsSurface runoffPrecipitationEnvironmental scienceClimate changeStructural basinHydrology (agriculture)Northern HemisphereWater resourcesDrainage basinClimatologyGeologyGeographyMeteorologyOceanographyEcology
DOInot available

Abstract

fetched live from OpenAlex

The climatic change characteristics of the Heihe river basin were analyzed using the temperature and the precipitation data in the last 50 years of the typical meteorological station.During the last 50 years,the climate of the Heihe river basin changed significantly;the temperature and the rainfall increased.Especially,the rate of temperature rise was much higher than the average level of the Northern Hemisphere.The increase of precipitation was not as obvious as the rate of temperature rise,but the trend was still increasing.On the basis of the analysis above,the impacts of climate change on the hydrology and the water resources in the Heihe river basin were studied.According to the characteristics of climate change,we also analyzed the mutuality of the climate factors and the runoff change.The results showed that mutuality rate of precipitation and runoff was 0.393,mutuality rate of temperature and runoff was 1.46.So the relation between precipitation and temperature was positively mutual.At last such a conclusion that runoff collectivity trend in wave increased slowly in the last 50 years and the runoff will slowly increase in the future 10 years was made.

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 imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.255
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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.

Opus teacher head0.006
GPT teacher head0.196
Teacher spread0.190 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it