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Record W4380853280 · doi:10.1016/j.ecoleng.2023.107025

Recovery of dry mixed grass prairie well sites 15 years after reclamation

2023· article· en· W4380853280 on OpenAlexafffundabout
M. Anne Naeth, Amalesh Dhar, S. R. Wilkinson

Bibliographic record

VenueEcological Engineering · 2023
Typearticle
Languageen
FieldEnvironmental Science
TopicRangeland and Wildlife Management
Canadian institutionsUniversity of Alberta
FundersCenovus Energy
KeywordsRevegetationEnvironmental scienceAgronomyLand reclamationRangelandSpecies richnessGrasslandVegetation (pathology)Plant communityEcologyAgroforestryBiology

Abstract

fetched live from OpenAlex

In the mixed grass prairie region of North America, well sites and their associated infrastructure have many ecological effects, including changes to soil physical, chemical and biological properties, loss of vegetation cover, altered plant species composition and habitat fragmentation. Reclamation of disturbed grassland is a challenge faced by many rangeland and conservation managers. The objective of this research was to examine the effect of time on reclaimed grassland well site soil properties and plant communities in southern Alberta. Seeding with three mixes of different numbers of species and proportions of native wheatgrasses (Triticeae tribe) was compared to natural recovery and undisturbed prairie after 15 years. Chernozemic soil was more similar to undisturbed prairie than Solonetzic soil, where soil chemical properties and plant species composition were less resilient following disturbance in some revegetation treatments. All reclaimed treatments had significantly lower soil organic matter, organic carbon and total nitrogen than undisturbed prairie. Vegetation cover and species richness in reclaimed sites did not usually differ from undisturbed prairie. An increase in the proportion of native wheatgrass cultivars in a seed mix did not result in a community dominated by them. Multivariate analysis showed species compositional differences in seeded and natural recovery relative to undisturbed prairie on Solonetzic soil, with no difference on Chernozemic soil except with the dominant wheatgrass seed mix. Thus recovery may require longer than 15 years for Solonetzic soil and revegetation with a dominant wheatgrass seed mix. Presence of early to late successional species indicated natural recovery could be a potential option for mixed grass prairie well site reclamation.

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)0.000
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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.450
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
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)0.0010.001

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 head0.008
GPT teacher head0.186
Teacher spread0.179 · 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; a candidate call from one teacher head, not a consensus.

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

Citations11
Published2023
Admission routes3
Has abstractyes

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