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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 OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

fundA Canadian funder is recorded on the work.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

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 m 2 g −1 and a pore volume of 0.8 cm 3 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.

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: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.103
Threshold uncertainty score0.702

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)0.0010.000

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