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Record W4413400029 · doi:10.1002/smll.202508046

Maximizing Porosity and Water Sorption in Covalent Organic Frameworks via β‐Ketoenamine Linkages

2025· article· en· W4413400029 on OpenAlexfundno aff
Rasha G. AbdulHalim, Bikash Garai, Juul S. De Vos, Sander Borgmans, Lydia Gkoura, Sabu Varghese, Farah Benyettou, Mark A. Olson, Sven M. J. Rogge, Ali Trabolsi

Bibliographic record

VenueSmall · 2025
Typearticle
Languageen
FieldMaterials Science
TopicCovalent Organic Framework Applications
Canadian institutionsnot available
FundersNew York University Abu DhabiFonds Wetenschappelijk OnderzoekTamkeenVlaamse regeringUniversiteit GentEuropean CommissionYork UniversityVlaams Supercomputer Centrum
KeywordsSorptionPorosityCovalent bondMetal-organic frameworkChemical engineeringMaterials scienceEnvironmental chemistryNanotechnologyChemistryOrganic chemistryAdsorptionComposite materialEngineering

Abstract

fetched live from OpenAlex

Abstract Controlling the crystallinity and porosity of 2D covalent organic frameworks (2D COFs) is crucial for their applications in science and technology. Herein, the construction of 2D COFs, COF‐TP‐X, is reported using a multicomponent reaction strategy that introduces β‐ketoenamine linkages into isostructural imine‐linked COFs. This approach yields materials with exceptional crystallinity, stability, and tunable hydrophilicity. The integration of β‐ketoenamine linkages promotes intralayer planarity via NH⋯O hydrogen bonds and enhances π‐electronic conjugation within and between layers. By partially substituting (43 mol%) 1,3,5‐triformylbenzene with 1,3,5‐triformylphloroglucinol, an outstanding gravimetric surface area of 1,984 m2 g−1 and a pore volume of 0.8 cm3 g−1 are achieved—a remarkable two‐fold increase compared to mono‐linker counterparts. Moreover, COF‐TP‐X exhibits an exceptional water uptake capacity of 0.70 g g−1 (70 wt.%) and superior hydrolytic stability, as confirmed by over 200 cycles of water adsorption–desorption experiments. Furthermore, molecular simulations reveal the significant role of electrostatic interactions between β‐ketoenamine linkages in enhancing interlayer stacking and crystallinity. The findings provide key insights into COF design via a mixed‐linker strategy, representing a significant advancement in developing COFs with superior performance and paving the way for their industrial 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 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 head0.008
GPT teacher head0.229
Teacher spread0.221 · 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

Citations7
Published2025
Admission routes1
Has abstractyes

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