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Record W4385072322 · doi:10.1093/micmic/ozad067.212

Atomic-scale Secondary-electron Imaging in the STEM and SEM

2023· article· en· W4385072322 on OpenAlexaff
R.F. Egerton, Sooyeon Hwang, Yimei Zhu

Bibliographic record

VenueMicroscopy and Microanalysis · 2023
Typearticle
Languageen
FieldMaterials Science
TopicElectron and X-Ray Spectroscopy Techniques
Canadian institutionsUniversity of Alberta
Fundersnot available
KeywordsAtomic unitsElectronScale (ratio)Materials scienceSecondary electronsNanotechnologyAtomic physicsPhysicsNuclear physicsQuantum mechanics

Abstract

fetched live from OpenAlex

Since early days, the secondary-electron (SE) signal has provided the main imaging mode in a scanning electron microscope (SEM), providing topographical contrast due to variation in the number of secondaries generated within an escape depth of the surface. SE image resolution was originally no better than 10 nm (see Fig. 1) and thought to be limited by delocalization of the plasmon-mode inelastic scattering of primary electrons that gives rise to SE generation. But when field-emission STEM instruments were employed, SE resolution became closer to 1 nm [1,2] and as a result of the development of a Cs-corrected objective lens, single uranium atoms (on a thin carbon film) and atomic columns in YBCO superconductor could be resolved [3]. This atomic-scale resolution was interpreted [4] by assuming that the SE signal can be written as S = G T B D, where G is the number of SE generated by each primary electron, T is the fraction transmitted to the surface, B represents the fraction that overcome a surface-potential barrier, and D is the fraction of emitted SE that are detected. Each of these terms gives rise to a contrast mechanism (for example, T enables topographical contrast and B allows work-function contrast), and each has an associated resolution. For a 0.1-nm probe, contrast arising from the generation term (G) can have atomic dimensions because the point-spread function (PSF) for inelastic scattering has a narrow central peak and the other terms vary little on an atomic scale. As shown in Fig. 2a, several atomic shells contribute to SE emission, giving a full width at half maximum (FWHM ∼ 0.1nm) small enough to account for the observation of single heavy atoms on a thin substrate. The situation for atomic columns is more complicated and has been analyzed by several authors [5–7]. SE are produced at various depths within a crystal and are ejected in different directions; some excite other secondary electrons and those created within the escape depth contribute to the SE signal. In this case, the different atomic shells may contribute in proportion to their stopping power, rather than inelastic cross section, giving slightly better resolution; see Fig. 2b. The original observations were made using 200keV primary electrons and thin (<100nm) crystals but it is interesting to speculate whether atomic resolution could be achieved for a thick (bulk) specimen and at lower energies, using an aberration-corrected SEM. For this purpose, we prepared wedge-shaped silicon and strontium titanate (STO) samples, whose atomic columns were imaged using scattered electrons (recorded by a HAADF detector) and secondary electrons (recorded by a through-lens SE detector). As the thickness increased from 50 nm to 18 μm, the HAADF image contrast fell by a factor of more than 10, whereas the SE contrast remained nearly constant; see Fig. 3. To qualify as a bulk sample, the thickness should be at least half the primary-electron range, which for 200keV electrons is about 55 μm for Si and 27 μm for STO, so the results shown in Fig. 3 are encouraging. An important requirement for reliable SE imaging of atoms or atomic columns is a sufficiently clean surface. With no requirement for post-specimen lenses, the SEM can more easily provide sufficient space for in-situ specimen preparation and UHV pumping [8]. Secondary-electron resolution in SEM and STEM instruments, from 1950 to 2020. Relative contributions of different atomic shells to the total PSF (top blue curve) for inelastic scattering of 200keV electrons from a strontium atom, weighted by (a) the cross section and (b) the stopping power of each shell. HAADF (top) and SE (bottom) images of silicon, for thicknesses of 50 nm to 18 μm, with insets showing a diffractogram of each image.

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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)0.001
metaresearch head score (Gemma)0.001
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: none
Teacher disagreement score0.006
Threshold uncertainty score0.020

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0000.001
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0060.003

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 head0.007
GPT teacher head0.267
Teacher spread0.260 · 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

Citations3
Published2023
Admission routes1
Has abstractyes

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