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Record W3010837988 · doi:10.1002/adma.202003314

Imaging Domain Reversal in an Ultrathin Van der Waals Ferromagnet

2020· article· en· W3010837988 on OpenAlexfundno aff
David A. Broadway, Sam C. Scholten, Cheng Tan, Nikolai Dontschuk, Scott E. Lillie, Brett C. Johnson, Guolin Zheng, Zhenhai Wang, Artem R. Oganov, Shangjie Tian, Chenghe Li, Hechang Lei, Lan Wang, Lloyd C. L. Hollenberg, Jean‐Philippe Tetienne

Bibliographic record

VenueAdvanced Materials · 2020
Typearticle
Languageen
FieldMaterials Science
Topic2D Materials and Applications
Canadian institutionsnot available
FundersAustralian Research CouncilNational Key Research and Development Program of ChinaSkolkovo Institute of Science and TechnologyNational Natural Science Foundation of ChinaOntario Ministry of Natural Resources and ForestryUniversity of MelbourneRMIT UniversityAustralian GovernmentAustralian National Fabrication Facility
KeywordsCondensed matter physicsvan der Waals forceMaterials scienceFerromagnetismCoercivityNucleationMagnetizationMagnetic domainCurie temperatureDomain wall (magnetism)Magnetic force microscopeHysteresisMagnetic fieldPhysicsThermodynamics

Abstract

fetched live from OpenAlex

Abstract The recent isolation of 2D van der Waals magnetic materials has uncovered rich physics that often differs from the magnetic behavior of their bulk counterparts. However, the microscopic details of fundamental processes such as the initial magnetization or domain reversal, which govern the magnetic hysteresis, remain largely unknown in the ultrathin limit. Here a widefield nitrogen‐vacancy (NV) microscope is employed to directly image these processes in few‐layer flakes of the magnetic semiconductor vanadium triiodide (VI 3 ). Complete and abrupt switching of most flakes is observed at fields H c ≈ 0.5–1 T (at 5 K) independent of thickness. The coercive field decreases as the temperature approaches the Curie temperature ( T c ≈ 50 K); however, the switching remains abrupt. The initial magnetization process is then imaged, which reveals thickness‐dependent domain wall depinning fields well below H c . These results point to ultrathin VI 3 being a nucleation‐type hard ferromagnet, where the coercive field is set by the anisotropy‐limited domain wall nucleation field. This work illustrates the power of widefield NV microscopy to investigate magnetization processes in van der Waals ferromagnets, which can be used to elucidate the origin of the hard ferromagnetic properties of other materials and explore field‐ and current‐driven domain wall dynamics.

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 score0.001
Threshold uncertainty score0.002

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 head0.015
GPT teacher head0.272
Teacher spread0.257 · 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

Citations74
Published2020
Admission routes1
Has abstractyes

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