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Record W2313963259 · doi:10.1149/1.3271672

Synthesis of Hydroxyl-Rich Anatase Nanocrystallites, Their Characterization and Performance as Photoanode in Dye-Sensitized Solar Cells

2009· article· en· W2313963259 on OpenAlexafffund
George P. Demopoulos, Cécile Charbonneau, Keeeun Lee, Mario A. Goméz, Raynald Gauvin

Bibliographic record

VenueECS Transactions · 2009
Typearticle
Languageen
FieldEnergy
TopicTiO2 Photocatalysis and Solar Cells
Canadian institutionsMcGill University
FundersPolytechnique MontréalNatural Sciences and Engineering Research Council of CanadaMcGill University
KeywordsDye-sensitized solar cellAnatasePhotocurrentNanocrystalline materialMaterials scienceCrystalliteChemical engineeringAqueous solutionRaman spectroscopyAnnealing (glass)NanotechnologyChemistryPhotocatalysisElectrolyteOrganic chemistryOptoelectronicsCatalysisElectrodeOpticsComposite material

Abstract

fetched live from OpenAlex

In this work an environmentally-friendly aqueous solution process was elaborated to produce hydroxyl-rich anatase nanocrystallites of very large surface area. The aqueous-synthesized nanocrystalline anatase material was shown to have favorable physical properties (e.g. 160-280 m2/g specific surface area, 5~8 nm crystallite size, high concentration of OH surface groups) for fabricating photoanodes for dye-sensitized solar cells (DSSCs). The fabrication process involved paste preparation, "double-layer" screen printing, annealing and sensitization with the N719 dye [cis - (2,2'- bipyridyl - 4,4'- dicarboxylate)2 (NCS)2 ruthenium(II)]. Photocurrent -voltage measurements of DSSCs based on the aqueous-synthesized titania showed higher photocurrent and conversion efficiency when compared to cells built from commercial benchmark nanotitania materials. The enhanced performance of the aqueous titania-based DSSC is discussed on the basis of extensive characterization work that included XRD, TEM, UV-Vis and Raman/ATR-FTIR spectroscopy.

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)0.0000.000

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 head0.006
GPT teacher head0.189
Teacher spread0.183 · 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

Citations13
Published2009
Admission routes2
Has abstractyes

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Same venueECS TransactionsSame topicTiO2 Photocatalysis and Solar CellsFrench-language works237,207