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Record W2349934323

Evaluation on Groundwater Environmental Impact Caused by Coal Mining

2012· article· en· W2349934323 on OpenAlexaff
Zhe Liu

Bibliographic record

VenueGround Water · 2012
Typearticle
Languageen
FieldEnvironmental Science
TopicEnvironmental Quality and Pollution
Canadian institutionsScience North
Fundersnot available
KeywordsGroundwaterEnvironmental scienceCoal miningCoalEnvironmental impact assessmentPollutantIndex (typography)PollutionGroundwater resourcesWater resource managementEnvironmental engineeringEnvironmental planningEngineeringWaste managementComputer scienceAquiferGeotechnical engineering
DOInot available

Abstract

fetched live from OpenAlex

The paper analyzes influence of coal mining on groundwater quality,water volume and water balance and etc.According to the Technical guidelines for Environmental Impact Assessment Groundwater Environment (HJ610-2011),it discusses relative issues about evaluation of groundwater environmental impact.Meanwhile,it puts forward technical method of coal mining environmental impact assessment that is based on Ⅱkind of project.The evaluation class is Class 2 or over,if necessary,on characteristic and influence factors,make partition assessment: pit(Ⅱ) and barrow(Ⅰ).When choose monitoring and evaluation factors,it should make a comprehensive consideration of conventional index,national and local control pollutant index and coal industry characteristics pollution factor and so on.

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 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 categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.295
Threshold uncertainty score0.992

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 communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0230.009

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 head0.029
GPT teacher head0.272
Teacher spread0.243 · 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

Classification

machine, unvalidated

Machine predicted; both teacher heads agree on what is shown here.

Study designObservational
Domainnot available
GenreEmpirical

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".

Quick stats

Citations1
Published2012
Admission routes1
Has abstractyes

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