MétaCan
Menu
Back to cohort
Record W6904711534 · doi:10.14288/1.0413302

The optical response of silicon thin-films grown by ultra-high-vacuum evaporation

2022· article· en· W6904711534 on OpenAlexaboutno aff

Bibliographic record

VenuecIRcle (University of British Columbia) · 2022
Typearticle
Languageen
FieldEngineering
TopicThin-Film Transistor Technologies
Canadian institutionsnot available
Fundersnot available
KeywordsSiliconRaman spectroscopyRefractive indexNanocrystalline siliconEvaporationSpecular reflectionPorous silicon

Abstract

fetched live from OpenAlex

Conventional forms of silicon thin-film, prepared through the use of a plasma, offer a variety of attractive electronic properties but are prone to an instability. Hydrogen atoms are believed to be the source of the instability. Accordingly, experimental collaborators at the National Research Council of Canada employed ultra-high-vacuum evaporation to prepare thin-films of silicon on optical quality fused quartz substrates, which allow for a great deal of atomic species control during the growth process. The optical properties associated with these ultra-high-vacuum prepared forms of silicon thin-film are examined. In particular, through experimental measurements of the specular reflectance spectrum at near-normal incidence and the regular transmittance spectrum at normal incidence, the spectral dependence of the optical functions is resolved for eleven silicon thin- films, deposited at different growth temperatures. Generally, the refractive index increases in response to increases in the growth temperature. The optical absorption spectral dependence is also observed to exhibit a fundamental transition in its behavior with increases in the growth temperature. These observations are related to the changes that occur in the crystalline volume fraction accompanying increases in the growth temperature. A detailed quantitative uncertainty analysis is also performed. Drawing upon X-ray diffraction results, a placement of these silicon thin-films into the overall silicon thin-film continuum is then performed. Raman spectral results are then correlated with the refractive index's spectral dependence. The Raman spectrum of a given silicon thin-film allows for a probe of the order, correlating the Raman results with the optical function results providing one with the opportunity to probe how disorder influences the optical functions. All measures of order suggest that the order increases in response to increases in the growth temperature. Finally, the device implications of these results are explored, with a focus on photovoltaic device applications. It is concluded that this particular form of silicon thin- fil is a promising material for use as the absorbing media within solar cells, offering an enhancement in the absorption which is greater than that offered by conventional plasma prepared silicon thin-films.

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: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.971
Threshold uncertainty score1.000

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)0.0000.000

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 head0.005
GPT teacher head0.154
Teacher spread0.149 · 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 designObservational
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

Citations0
Published2022
Admission routes1
Has abstractyes

Explore more

Same venuecIRcle (University of British Columbia)Same topicThin-Film Transistor TechnologiesFrench-language works237,207