MétaCan
Menu
Back to cohort
Record W4408831198 · doi:10.11159/jffhmt.2025.011

Impact of BiBO<sub>3</sub>, NaF and BiF<sub>3</sub> Substitution on the Thermoelectric Properties of Bi<sub>2</sub>Ca<sub>2</sub>Co<sub>2</sub>O<sub>y</sub> Ceramics

2025· article· en· W4408831198 on OpenAlexvenueno aff
Iamze Kvartskhava, Н. Г. Маргиани, V. V. Zhghamadze, Г. А. Мумладзе, Giorgi Kakhniashvili, Irina Khomeriki

Bibliographic record

VenueJournal of Fluid Flow Heat and Mass Transfer · 2025
Typearticle
Languageen
FieldMaterials Science
TopicAdvanced Thermoelectric Materials and Devices
Canadian institutionsnot available
FundersInternational Science and Technology Center
KeywordsSubstitution (logic)Thermoelectric effectMaterials scienceCrystallographyThermoelectric materialsMetallurgyMineralogyChemistryPhysicsThermodynamicsComputer science

Abstract

fetched live from OpenAlex

In this work, we studied the impact of (i) partial substitution of bismuth oxide (Bi2O3) by bismuth borate (BiBO3), (ii) dual-substitution of Bi2O3 by BiBO3 and sodium fluoride (NaF), and (iii) dual-substitution of Bi2O3 by BiBO3 and bismuth fluoride (BiF3) on the thermoelectric characteristics of Bi2Ca2Co2Oy layered cobaltite.Thermoelectric cobaltites were synthesized using the sol-gel method.The phase composition of prepared materials was examined by the X-ray diffraction (XRD) analysis.The values of power factor (PF) and figure of merit (ZT) were calculated through measurements of electrical resistivity (), Seebeck coefficient (S), and thermal conductivity (k).The XRD analysis confirms that all the samples consist of a nearly pure Bi2Ca2Co2Oy phase.When compared to the reference (pristine) sample, the dual NaF/BiBO3 substitution leads to a sharp decrease in due to the partial substitution of NaF for Bi2O3, which increases the concentration of charge carriers (holes).At the same time, partial substitution of BiF3 for Bi2O3 led to a decrease in hole concentration and, hence, an increase in .Seebeck coefficients were positive for all the samples, indicating p-type conductivity.The maximum PF and ZT values achieved in the NaF/BiBO3 co-substituted composition are 18% and 13% higher, respectively, than the reference Bi2Ca2Co2Oy.

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)0.003
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesMeta-epidemiology (narrow)
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 score0.021
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.000
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0030.001
Bibliometrics0.0020.002
Science and technology studies0.0010.001
Scholarly communication0.0010.002
Open science0.0010.000
Research integrity0.0010.002
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 head0.230
Teacher spread0.219 · 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; both teacher heads agree on what is shown here.

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

Citations0
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueJournal of Fluid Flow Heat and Mass TransferSame topicAdvanced Thermoelectric Materials and DevicesFrench-language works237,207