aceSynthesis of covalent organic frameworks for photocatalytic hydrogen peroxide production guided by large language models
The photosynthetic production of hydrogen peroxide (H2O2) from water and oxygen presents a sustainable alternative to the energy-intensive anthraquinone process. Covalent organic frameworks (COFs) have emerged as promising photocatalysts for H2O2 generation. However, most existing COF photocatalysts yield H2O2 at concentrations too low for practical applications, largely due to ongoing challenges in simultaneously optimizing photocatalytic activity and structural stability. Here, we introduce a large language mo…
LLM analysis of 355 articles to extract chemical relationships guided selection of building blocks and thiazole linkage to synthesize Thz-COF that produces high-concentration H2O2.
Evidence
- Peer-reviewedNature Communications2026-02-21
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Truvace Impact Record TRV-2026-0383, v1: “Synthesis of covalent organic frameworks for photocatalytic hydrogen peroxide production guided by large language models.” Truvace, 2026-07-20. /record/TRV-2026-0383 (accessed at citation time). sha256 a7a198450d832f7e…
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