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Record W1886509935 · doi:10.5376/mpb.2015.06.0014

Biosorption Property of Cadmium (II) in <i>Marsilea minuta </i>L. with Polyamine Interaction

2015· article· en· W1886509935 on OpenAlexvenueno aff
Kanad Das, Adak M.K.

Bibliographic record

VenueMolecular Plant Breeding · 2015
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicMagnetic and Electromagnetic Effects
Canadian institutionsnot available
Fundersnot available
KeywordsBiosorptionCadmiumBiologyPolyamineBotanyChemistryBiochemistryAdsorption

Abstract

fetched live from OpenAlex

A study was undertaken for biosorption following bio accumulation property of Marsilea minuta L., an aquatic pteridophyte in cadmium enriched solutions. The possible mechanism for biosorption on the cell wall residues has been discussed with exogenous applications of polyamine. Initially plants were evaluated both with fresh and dry mass for their differential adsorption. A typical distribution of metal in different tissues, more into cortical and endodermal apoplastic regions were the features as detected by Energy Dispersive Analysis of X-ray study. The changes of the cell wall residues and their possible interaction with metals have been analyzed with Fourier Transform Infrared Spectrometric studies. With this study the most possible contributing chemical bond was detected as alkyl halide with its possible changes in energy absorption. This was also minimized by spermidine application and thus established its involvement for biosorption of metal. Accumulation of Cd in relation to chemical mechanism has been discussed in Marsilea and analyzed its efficacy as a well hyper-accumulator under metal contaminated environment.

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: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.002
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 communication0.0000.000
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 head0.012
GPT teacher head0.211
Teacher spread0.199 · 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 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
Published2015
Admission routes1
Has abstractyes

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