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Record W4407867274 · doi:10.1021/acs.jpcc.4c06400

Platinum Nanoparticle Formation by Pulsed Laser-induced Dewetting and Its Application as Catalyst in Silicon Nanowire Growth

2025· article· en· W4407867274 on OpenAlexafffund
Linh Quy Ly, Stephanie Nicole Bonvicini, Yujun Shi

Bibliographic record

VenueThe Journal of Physical Chemistry C · 2025
Typearticle
Languageen
FieldEngineering
TopicFluid Dynamics and Thin Films
Canadian institutionsUniversity of Calgary
FundersNatural Sciences and Engineering Research Council of CanadaAlberta Innovates
KeywordsDewettingMaterials scienceNanowireNanoparticleSiliconNanotechnologyPlatinum nanoparticlesCatalysisPlatinumLaserOptoelectronicsThin filmChemistryOpticsOrganic chemistry

Abstract

fetched live from OpenAlex

Pulsed laser-induced dewetting (PLiD) of Pt thin films of various thicknesses is explored to form Pt nanoparticles (NPs) on SiO 2 /Si substrates for a wide range of laser fluences and irradiation times. The threshold fluence with a single laser pulse to achieve full dewetting into isolated Pt NPs from the 3.5 nm-thick Pt films is found to be 322–400 mJ cm –2 . Spherical low-index-faceted Pt NPs are obtained above this threshold fluence for all Pt thin films studied in this work. Based on the X-ray diffraction analysis, pure and crystalline Pt NPs are produced without Pt silicide contamination originating from the Pt–Si interdiffusion. The difference in the thermal conductivity between the thin SiO 2 surface layer and the underlying bulk Si substrates as well as the dependence of the time to reach thermal equilibrium and the effective temperature of the Pt NPs on the substrate thermal conductivity cause an initial increase in NP size at the very short irradiation time from 0.1 to 0.5 s, followed by a relatively constant size as the time increases to 20 s. Additionally, the nanoisland formation in the Volmer–Weber growth of Pt thin films on SiO 2 /Si substrates and the mechanism of nucleation and growth of holes governing the PLiD process lead to an independent relationship between the Pt NP size and the initial film thickness. Application of the PLiD-produced Pt NPs in metal-catalyzed chemical vapor deposition growth of Si nanowires (SiNWs) yields crystalline SiNWs with an axial growth rate of 6.4 μm min –1, following the vapor–liquid–solid axial growth mechanism accompanied by radial vapor–solid growth. The influence of the Pt NP shape and facets on the SiNW growth is also examined, showing that the spherical low-index-faceted NPs result in slower NW growth as compared to the nonspherical high-index-faceted ones of similar size.

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 score0.306
Threshold uncertainty score0.252

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 head0.003
GPT teacher head0.201
Teacher spread0.198 · 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

Citations4
Published2025
Admission routes2
Has abstractyes

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