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Record W4394364106 · doi:10.6084/m9.figshare.13636976

Grassland reclamation of a copper mine tailings facility: Long term effects of biosolids on plant community responses

2021· dataset· en· W4394364106 on OpenAlexaboutno aff
Alyson Gagnon, Laura W. Ploughe, Michelle Harris, Wendy C. Gardner, Thomas G. Pypker, Lauchlan H. Fraser

Bibliographic record

VenueFigshare · 2021
Typedataset
Languageen
FieldEnvironmental Science
TopicSeedling growth and survival studies
Canadian institutionsnot available
Fundersnot available
KeywordsTailingsLand reclamationBiosolidsCopper mineEnvironmental scienceGrasslandMining engineeringWaste managementEnvironmental protectionCopperEnvironmental engineeringEngineeringGeographyEcologyArchaeologyChemistryBiology

Abstract

fetched live from OpenAlex

Aim: We explore long-term plant community responses 17 years after a one-time application of biosolids (0, 50, 100, 150, 200, 250 dry Mg∙ha-1) to determine (1) whether the land application of biosolids on mine tailings, seeded with agronomic grass-legume mixture, affects long-term plant community responses, (2) how application rates and soil texture influenced plant community responses and community structure, and (3) whether native plant species have colonized and contributed to the reclaimed plant community. Location: Two tailings deposits (sand and silt loam) generated by a copper-molybdenum (Cu-Mo) mine in Southern British Columbia, Canada. Methods: Plant communities were sampled by visual evaluation of percent cover to the lowest taxonomical level possible. Vegetation surveys were completed on two mine tailings deposits within the storage facility that have different soil textures (sand and silt loam). Results: Results showed that the interaction of biosolids applications and soil texture impacted multiple community plant responses, including increasing plant cover at both sites, and increasing richness, evenness and diversity at the sandy site. Biosolids application enhanced the performance of spontaneously established species (volunteer species) and non-native/naturalized grasses. Conclusion: Our study demonstrated that biosolids application facilitates ecological succession by enhancing the establishment of non-native volunteer species over the long-term, which increases vegetative cover on both deposits and promotes plant communities diversity on sites with sandy soil texture.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Dataset · Consensus signal: none
Teacher disagreement score0.032
Threshold uncertainty score0.064

Distilled classifier scores by category (both heads)

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)0.0010.000

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 head0.039
GPT teacher head0.261
Teacher spread0.223 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreDataset

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

Citations0
Published2021
Admission routes1
Has abstractyes

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