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Record W4409491912 · doi:10.1016/j.mineng.2025.109295

Capacity of Nerium oleander to phytoremediate mine spoils assisted by air nanobubbles and biochar

2025· article· en· W4409491912 on OpenAlexaff
Πετρούλα Σερίδου, Vasiliki Karmali, Evdokia Syranidou, Katerina Karkanorachaki, Athanasios Fountoulakis, Kostas Komnitsas, Γεώργιος Κολλιόπουλος, Nicolas Kalogerakis

Bibliographic record

VenueMinerals Engineering · 2025
Typearticle
Languageen
FieldEnvironmental Science
TopicMinerals Flotation and Separation Techniques
Canadian institutionsUniversité Laval
FundersGeneral Secretariat for Research and TechnologyEuropean Commission
KeywordsBiocharEnvironmental scienceMining engineeringChemistryWaste managementGeologyEngineeringPyrolysis

Abstract

fetched live from OpenAlex

Background Heavy metals in soil are mainly introduced from a variety of natural sources and human actions such as industrial, agricultural and mining activities. As they find their way into the environment, they persist indefinitely since they are not biodegradable. Among the methods for the remediation of soils contaminated with heavy metals, a cost effective and non-intrusive alternative is phytoremediation. A pot experiment was conducted to investigate the ability of N. oleander to phytoremediate laterite mine spoils amended with different additives including biochar produced from the pyrolysis of sewage sludge and nitrogen phosphate potassium (NPK) fertilizer. In addition, the effect of irrigation with air nanobubbles (AirNBs) as soil amendment was also investigated. Results The combination of biochar and fertilizer caused an inhibition of growth of N. oleander in laterite mine spoil, whilst its growth was not significantly affected by the addition of the biochar and the supplementation of NBs. The physiological condition of the plant species in terms of biomass, water content, chlorophyll content, protein content and antioxidant enzymes activity was examined after the end of the experimental period. Remarkably, the irrigation with NBs resulted in an increase of the bioavailability of iron (Fe), nickel (Ni) and chromium (Cr) present in laterite mine spoils. The accumulation of these metals in plant tissues was found to be significantly greater in treatments using substrates with high laterite content and the supplementation of nanobubbles. Conclusion The application of irrigation water with nanobubbles is beneficial as a soil amendment and it is recommended when phytoremediation technologies are applied in contaminated areas.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.023
Threshold uncertainty score0.512

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)0.0000.000

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 head0.008
GPT teacher head0.220
Teacher spread0.211 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
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

Citations2
Published2025
Admission routes1
Has abstractyes

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