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Record W2024083593 · doi:10.1039/c2jm15925b

Hollow anatase TiO2 porous microspheres with V-shaped channels and exposed (101) facets: Anisotropic etching and photovoltaic properties

2012· article· en· W2024083593 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueJournal of Materials Chemistry · 2012
Typearticle
Languageen
FieldEnergy
TopicTiO2 Photocatalysis and Solar Cells
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsAnataseMaterials scienceDye-sensitized solar cellChemical engineeringNanotechnologyTitanium dioxideCrystal (programming language)Layer (electronics)Etching (microfabrication)PhotocatalysisElectrolyteComposite materialElectrodeCatalysisChemistryOrganic chemistry

Abstract

fetched live from OpenAlex

Owing to the excellent physical and chemical properties for potential application in multiple fields, design and synthesis of semiconductor titanium dioxide with tailor-made crystal facets and V-shaped porous sturcuctures have attracted great research interest. In this work, we prepared hollow anatase TiO2 microspheres (HTS) with exposed (101) facets and V-shaped channels via a novel anisotropic etching method. The obtained HTS microspheres are constructed by two layers, the inner layer is TiO2 nanoparticles, while the outer layer is composed of single-crystal TiO2 nanosheets with highly exposed (101) facets and V-shaped channels. The cooperative effect of hydrogen peroxide with ammonium fluoride and an anisotropic corrosion process are proposed to understand the formation mechanism. Hydrogen peroxide decomposed to form O2 bubbles, which acted as templates for the formation of TiO2 microspheres with cavities. Fluorine ions were able to promote the formation of anatase (001) facets at the beginning of the reaction and then etch the (001) facets with the reaction progress, leaving highly exposed (101) facets and V-shaped channels along the [001] direction. Due to the unique structure of anatase TiO2 (101) single crystal nanosheets and the strong light scattering effects from the V-shaped channels, the dye-sensitized solar cells (DSSCs) based on our HTS sample have a high open voltage of 0.9 V. The optimized DSSC based on our HTS sample showed an overall light-electron conversion efficiency of 7.05% with a lower dye absorption.

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.

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 score0.003
Threshold uncertainty score0.654

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 head0.014
GPT teacher head0.203
Teacher spread0.189 · 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