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Record W4413852384 · doi:10.1002/cssc.202500986

Metal‐Free Organocatalytic Formylation by CO <sub>2</sub> ‐Masked Carbene Functionalized Graphene Oxide Nanosheets

2025· article· en· W4413852384 on OpenAlexafffund
Swarbhanu Ghosh, Parisa A. Ariya

Bibliographic record

VenueChemSusChem · 2025
Typearticle
Languageen
FieldChemical Engineering
TopicCarbon dioxide utilization in catalysis
Canadian institutionsMcGill University
FundersNatural Sciences and Engineering Research Council of CanadaMcGill University
KeywordsFormylationGrapheneCarbeneOxideChemistryOrganocatalysisMetalCatalysisPhotochemistryNanotechnologyMaterials scienceCombinatorial chemistryOrganic chemistryEnantioselective synthesis

Abstract

fetched live from OpenAlex

Despite considerable scientific advancements, there is an urgent need for sustainable, cost‐effective, and efficient methods for chemically transforming CO 2 into valuable chemicals. A stable heterogeneous platform is presented that incorporates four key innovations: 1) the first Tröger's base (TB) chemistry in solids via selective four‐electron reductive functionalization of CO 2 , 2) an effective heterogeneous organocatalyst for the chemoselective formylation of both NH and SH functionalities with CO 2 , 3) a methodology for metal‐free heterogeneous S‐formylation of bioactive thiols, and 4) a direct covalent immobilization of CO 2 ‐protected N‐heterocyclic carbenes (NHCs) on graphene oxide nanosheets (GONs). The CO 2 ‐protected catalyst is developed by covalently attaching imidazole (Im) to GONs and functionalizing them with dimethyl carbonate. The resulting CO 2 ‐protected NHC‐functionalized GONs serves as an effective catalyst for the metal‐free, selective formylation of NH and SH bonds under mild conditions. To address gaps in the understanding of TB chemistry in GONs, a metal‐free formylation method is discovered that utilizes an in situ‐generated TB linker produced by converting CO 2 with excess silane. The ability of this catalyst to revert to its CO 2 ‐protected state enables excellent recyclability. This accessible and efficient platform offers an unprecedented pathway for sustainable CO 2 conversion, supported by both theoretical and experimental evidence.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
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 score0.035
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.002
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.007
GPT teacher head0.220
Teacher spread0.213 · 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.

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

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