MétaCan
Menu
Back to cohort
Record W4407178580 · doi:10.1021/acs.langmuir.4c03901

UV/Ozone-Assisted Covalent Bioconjugation on Graphene Tapes

2025· article· en· W4407178580 on OpenAlexafffund
Feng Jiang, Qi Lin, Stephen Chengxi Li, Guojun Song, Bixia Ge, Hua‐Zhong Yu

Bibliographic record

VenueLangmuir · 2025
Typearticle
Languageen
FieldEngineering
TopicGraphene and Nanomaterials Applications
Canadian institutionsSimon Fraser University
FundersNatural Sciences and Engineering Research Council of CanadaGovernment of Canada
KeywordsBioconjugationCovalent bondGrapheneNanotechnologyOzoneChemistryChemical engineeringMaterials sciencePolymer sciencePolymer chemistryOrganic chemistry

Abstract

fetched live from OpenAlex

Compared to pristine graphene, graphene oxide (GO) has intriguing advantages for biological applications, such as high compatibility and much improved solubility in an aqueous environment. In particular, the oxygen-containing functional groups on GO enable the highly stable covalent conjugation of biomolecules, which promotes its application for developing versatile functional devices. In this work, we explored an ultraviolet/ozone (UV/O 3 ) treatment strategy to activate graphene-tape substrates (prepared by drop-casting graphene nanoplatelets on double-sided conductive carbon tapes) to achieve excellent bioconjugation capabilities. Our Fourier transform infrared spectroscopy (FTIR), wetting, and X-ray photoelectron spectroscopy (XPS) measurements confirmed the generation of high-density oxygen-containing functional groups on graphene-carbon tape, while the conductivity and electrochemical activity are merely influenced. Upon immobilizing amino-ferrocene (Fc-NH 2 ) onto the UV/O 3 -activated graphene tape via carbodiimide cross-linking, a strong pair of redox peaks (corresponding to an Fc surface density over 8.0 × 10 –9 mol/cm 2 ) was observed, indicative of its “elevated” covalent conjugation capability. More remarkably, highly efficient conjugation of glucose oxidase on UV/O 3 -treated graphene tape was achieved, which demonstrated excellent catalytic activity, as confirmed by chronoamperometry. These results augment the great potential of UV/O 3 -activated graphene tape substrates for convenient fabrication of electroactive biofunctional devices with high performance.

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: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.494
Threshold uncertainty score0.354

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 head0.008
GPT teacher head0.222
Teacher spread0.215 · 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 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

Citations1
Published2025
Admission routes2
Has abstractyes

Explore more

Same venueLangmuirSame topicGraphene and Nanomaterials ApplicationsFrench-language works237,207