MétaCan
Menu
Back to cohort
Record W4409359534 · doi:10.1139/cjc-2024-0257

Efficient hydrogen evolution from sodium borohydride catalysed by amine-decorated cross-linked polymer immobilised ionic liquid stabilised palladium nanoparticles

2025· article· en· W4409359534 on OpenAlexvenueno aff
Simon Doherty, Julian G. Knight, Tahshina Begum, Reece Paterson, Corinne Wills, Elisabetta Arca, Richard A. Bourne, Han Yan, Thomas W. Chamberlain

Bibliographic record

VenueCanadian Journal of Chemistry · 2025
Typearticle
Languageen
FieldMaterials Science
TopicNuclear Materials and Properties
Canadian institutionsnot available
Fundersnot available
KeywordsChemistrySodium borohydridePalladiumCatalysisAmine gas treatingIonic liquidPolymerNanoparticleIonic bondingHydrogenSodiumPolymer chemistryInorganic chemistryOrganic chemistryChemical engineeringIon

Abstract

fetched live from OpenAlex

Palladium nanoparticles (PdNP) stabilised by confinement in crosslinked amine-decorated, polymer-immobilised ionic liquids (PIILs) catalyse the hydrolytic evolution of hydrogen from NaBH 4 under mild conditions. A series of three PIIL supports NH 2 -Im x PIIL ( x = 1, (2a); x = 2, (2b); x = 3, (2c), where x corresponds to the number of imidazolium cations in the repeat unit) were prepared with an increasing number of imidazolium cations such that bis(styryl)-based crosslinkers 1a and 1b contain one and two imidazolium cations, respectively, while 1c is a more extensive tris(styryl)-based crosslinker with three imidazolium cations. The composition of the support influences the performance of the corresponding polymer immobilised ionic liquid stabilised (PIILS) palladium nanoparticles, PdNP@NH 2 -Im x PIILS ( x = 1, (4a); x = 2, (4b); x = 3, (4c)) as catalysts for the hydrolysis of NaBH 4 and a comparison of the most efficient system against its unmodified counterpart (i.e., PdNP@H-Im 2 PIILS) confirmed that incorporation of the surface coordinated amine improved catalyst performance. Palladium nanoparticles stabilised by NH 2 -Im 2 PIIL was the most efficient catalyst and the maximum initial turnover frequency of 81 mol H2 molPd −1 min −1 is higher than the 59 and 32 mol H2 molPd −1 min −1 obtained with PdNPs supported by NH 2 -Im 1 PIIL and NH 2 -Im 3 PIIL, respectively, as well as the 19 mol H2 molPd −1 min −1 obtained with commercial 10 wt.% Pd/C. The results of kinetic studies, apparent activation energies, and deuterium isotope effects have been compared with those in the literature and support a mechanism involving rate-limiting activation of an O–H bond in water. Catalyst reuse studies showed that PdNP@NH 2 -Im 2 PIILS recycled with remarkable efficiency as high conversions were maintained across five runs with the catalyst retaining over 92% of its initial activity, an improvement on the 70% retention of activity with palladium nanoparticles supported by linear amine-modified imidazolium-based polymer, which demonstrates the beneficial effect of introducing crosslinking.

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: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.007
Threshold uncertainty score0.998

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 science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.006
GPT teacher head0.212
Teacher spread0.205 · 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 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

Explore more

Same venueCanadian Journal of ChemistrySame topicNuclear Materials and PropertiesFrench-language works237,207