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Record W4411877963 · doi:10.3390/nano15131020

Growth of Zn–N Co-Doped Ga2O3 Films by a New Scheme with Enhanced Optical Properties

2025· article· en· W4411877963 on OpenAlexafffund
Daogui Liao, Yijun Zhang, Ruikang K. Wang, Tianyi Yan, Chao Li, He Tian, Hong Wang, Zuo‐Guang Ye, Wei Ren, Gang Niu

Bibliographic record

VenueNanomaterials · 2025
Typearticle
Languageen
FieldMaterials Science
TopicGa2O3 and related materials
Canadian institutionsSimon Fraser University
FundersKey Research and Development Projects of Shaanxi ProvinceNatural Sciences and Engineering Research Council of CanadaNatural Science Foundation of Shaanxi ProvinceNational Natural Science Foundation of China
KeywordsMaterials scienceDopingAmorphous solidAnnealing (glass)Band gapThin filmOptoelectronicsSapphireSemiconductorGalliumNanotechnologyAnalytical Chemistry (journal)OpticsComposite materialMetallurgyCrystallographyChemistry

Abstract

fetched live from OpenAlex

Gallium oxide (Ga2O3), as a wide-bandgap semiconductor material, is highly expected to find extensive applications in optoelectronic devices, high-power electronics, gas sensors, etc. However, the photoelectric properties of Ga2O3 still need to be improved before its devices become commercially viable. As is well known, doping is an effective method to modulate the various properties of semiconductor materials. In this study, Zn–N co-doped Ga2O3 films with various doping concentrations were grown in situ on sapphire substrates by atomic layer deposition (ALD) at 250 °C, followed by post-annealing at 900 °C. The post-annealed undoped Ga2O3 film showed a highly preferential orientation, whereas with the increase in Zn doping concentration, the preferential orientation of Ga2O3 films was deteriorated, turning it into an amorphous state. The surface roughness of the Ga2O3 thin films is largely affected by doping. As a result of post-annealing, the bandgaps of the Ga2O3 films can be modulated from 4.69 eV to 5.41 eV by controlling the Zn–N co-doping concentrations. When deposited under optimum conditions, high-quality Zn–N co-doped Ga2O3 films showed higher transmittance, a larger bandgap, and fewer defects compared with undoped ones.

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 score0.003

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)0.0000.000

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 head0.011
GPT teacher head0.237
Teacher spread0.226 · 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

Citations1
Published2025
Admission routes2
Has abstractyes

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