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Record W2312358364 · doi:10.1103/physreva.83.022507

Multilayer cyclic<mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="normal">C</mml:mi><mml:mrow><mml:mn>6</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:math>structures intercalated with metal atoms

2011· article· lv· W2312358364 on OpenAlexafffund
S. Kuzmin, W. W. Duley

Bibliographic record

VenuePhysical Review A · 2011
Typearticle
Languagelv
FieldChemistry
TopicFullerene Chemistry and Applications
Canadian institutionsUniversity of Waterloo
FundersNatural Sciences and Engineering Research Council of Canada
KeywordsPhysicsMoleculeMetalLanthanideEnergy (signal processing)Stability (learning theory)CrystallographyDensity functional theoryAlgorithmMaterials scienceQuantum mechanicsMachine learningChemistryComputer science

Abstract

fetched live from OpenAlex

A new type of tubular inorganic metal-carbon sandwich molecule based on cyclic ${\mathrm{C}}_{6}$ is proposed. These consist of multiple layers of cyclic ${\mathrm{C}}_{6}$ with intercalated metal atoms. Structures and electronic properties of these molecules have been calculated using first-principles density functional techniques. We have evaluated all metals in the first six periods of the periodic table, except for the lanthanides, as possible components of such molecules. Our calculations show high bond energy and small energy gaps in many of these structures. We suggest that the high structural stability and high conductivity in these sandwich compounds make them very promising for use in nanoelectronic applications.

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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.920
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0010.002
Meta-epidemiology (broad)0.0010.002
Bibliometrics0.0000.001
Science and technology studies0.0010.001
Scholarly communication0.0010.001
Open science0.0020.002
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.3700.003

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 head0.021
GPT teacher head0.255
Teacher spread0.234 · 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

Citations4
Published2011
Admission routes2
Has abstractyes

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Same venuePhysical Review ASame topicFullerene Chemistry and ApplicationsFrench-language works237,207