How many papers support this gap analysis?

3 papers from our local library contribute to this synthesis, with an average publication year of 2025.

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chemistry3 papersavg year 2025weak evidence

The lack of fully autonomous end-to-end synthesis

Research gap analysis derived from 3 chemistry papers in our local library.

The gap

The lack of fully autonomous end-to-end synthesis reaction design and development. The need for a platform that can handle fundamental tasks involved throughout the chemical synthesis development.

Evidence profile

Sourced from the stated research gap and future-work section of the source papers, classified as general, drawn from work published between 2024 and 2026, spanning 3 journals. Those papers have been cited 277 times in total.

Research trend

Established — well-defined area with open sub-problems.

Supporting evidence — 3 representative gaps

Sustainable Approaches in Chemical Synthesis: Innovations in Green Chemistry (2026) · International Journal for Research in Applied Science and Engineering Technology · doi
The paper identifies a gap in the development of sustainable approaches in chemical synthesis. The study highlights the need for a comprehensive framework for implementing sustainable practices in chemical manufacturing.
generalstated research gapevidence 5/5
Keywords: paper identifies gap development sustainable approaches chemical synthesis
An automatic end-to-end chemical synthesis development platform powered by large language models (2024) · Nature Communications · cited 100× · doi
The lack of fully autonomous end-to-end synthesis reaction design and development. The need for a platform that can handle fundamental tasks involved throughout the chemical synthesis development.
generalstated research gapevidence 5/5
Keywords: lack fully autonomous end-to-end synthesis reaction design development
Autonomous mobile robots for exploratory synthetic chemistry (2024) · Nature · cited 177× · doi
Further development of autonomous decision-making and contextual understanding. Expansion of the approach to other areas of chemical synthesis. Integration of additional analytical instruments and techniques.
generalfuture-work sectionevidence 5/5
Keywords: further development autonomous decision-making contextual understanding expansion approach

Questions about this gap

The lack of fully autonomous end-to-end synthesis reaction design and development. The need for a platform that can handle fundamental tasks involved throughout the chemical synthe… This is supported by 3 representative gap statements extracted from 3 papers, rated weak evidence.

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