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Record W2003778584 · doi:10.1021/es100371d

Distinguishing Diffusional and Plant Control of Cd and Ni Uptake by Hyperaccumulator and Nonhyperaccumulator Plants

2010· article· en· W2003778584 on OpenAlexfundno aff
Jun Luo, Hao Zhang, Fang‐Jie Zhao, William Davison

Bibliographic record

VenueEnvironmental Science & Technology · 2010
Typearticle
Languageen
FieldEnvironmental Science
TopicHeavy metals in environment
Canadian institutionsnot available
FundersBiotechnology and Biological Sciences Research CouncilNational Research Council CanadaNatural Environment Research CouncilNational Science Council
KeywordsHyperaccumulatorChemistryHeavy metalsEnvironmental chemistryEnvironmental sciencePhytoremediation

Abstract

fetched live from OpenAlex

This work set out to test the hypothesis that uptake of metals by hyperaccumulator (HA) plants is more likely to be diffusion limited than uptake by nonhyperaccumulator (NHA) plants. Two circumneutral soils, with different contents of organic matter (0.8 and 5.8%), were amended with Cd (0.5 to 5 mg kg(-1)) and Ni (10 to 100 mg kg(-1)). A Cd HA plant, Thlaspi caerulescens, was grown in pots containing the Cd amended soils, and a Ni HA, Thlaspi goesingense, was grown in pots containing the Ni amended soils. A NHA plant of the same family, Thlaspi arvense, was grown in the same soils. Metals were measured in both roots and shoots of all plants. Concentrations of Cd and Ni were measured in soil solution and using the technique of diffusive gradients in thin-films (DGT). The dependencies of metal measured by DGT, [M]DGT, and in soil solution, [M]ss, on the amended metal concentration, [M]add, were consistent with fast supply of Cd but a slower rate of release of Ni from solid phase to solution at lower [Ni]add. Detailed consideration of the dependence of Ni and Cd in shoots and roots on [M]add, [M]ss, and [M]DGT allowed assessment of the supply mechanism. The weight of evidence suggested that diffusion limitation applies for uptake of Cd by both HA and NHA plants and for uptake of Ni by the HA. However, uptake of Ni by the NHA is not limited by diffusion and the biotic ligand model is probably appropriate.

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: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.001
Threshold uncertainty score0.003

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 communication0.0010.001
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 head0.005
GPT teacher head0.212
Teacher spread0.207 · 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 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

Citations67
Published2010
Admission routes1
Has abstractyes

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