ArticleJournal of the American Chemical Society2023
Intersectional Effects of Crystal Features on the Actuation Performance of Dynamic Molecular Crystals.
Article in Journal of the American Chemical Society, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
8 citing papers in PubMed.
- Mirror-Symmetric Organic Two-Dimensional Crystals for Alternative Photon Transport Pathways.Angewandte Chemie (International ed. in English) · 2026Article
- Photofracking-Assisted Enhancement of Solid-State Photochemical Reactivity: α-Azido-5-phenyl-2,4-dienoate Derivatives.Journal of the American Chemical Society · 2026Article
- Cryogenically self-healing organic crystals.Nature materials · 2026Article
- Self-healing crystals.Nature reviews. Chemistry · 2025Review
- Thiophene Sulfone Single Crystal as a Reversible Thermoelastic Linear Actuator with an Extended Stroke and Second-Harmonic Generation Switching.Journal of the American Chemical Society · 2025Article
- Thermoelastic twisting-assisted crystal jumping based on a self-healing molecular crystal.Proceedings of the National Academy of Sciences of the United States of America · 2025Article
- Photomechanical Crystals as Light-Activated Organic Soft Microrobots.Journal of the American Chemical Society · 2024Article
- Ferroelastic ionic organic crystals that self-heal to 95.Nature communications · 2024Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Despite being researched for decades, shape-shifting molecular crystals have yet to claim their spot as an actuating materials class among the primary functional materials. While the process for developing and commercializing materials can be lengthy, it inevitably starts with building an extensive knowledge base, which for molecular crystal actuators remains scattered and disjointed. Using machine learning for the first time, we identify inherent features and structure-function relationships that fundamentally impact the mechanical response of molecular crystal actuators. Our model can factor in different crystal properties in tandem and decipher their intersectional and combined effects on each actuation performance. This analysis is an open invitation to utilize interdisciplinary expertise in translating the current basic research on molecular crystal actuators into technology-based development that promotes large-scale experimentation and prototyping.
Identifiers
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.