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+ # PRISM: Parallelized Reaction-rates via Indicator Spectrometry using Machine-vision
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+ This repository contains XYZ structures of the quantum mechanical (QM) calculations and experimental data for amide coupling reactions.
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+
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+ ## Contents
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+
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+ - **QM Calculations**: Optimized molecular geometries (XYZ files) and computational data for reaction mechanisms, transition states, and intermediates.
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+ - **Experimental Data**: Reaction rates and substrate scope data (to be uploaded)
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+
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+ ## Data Description
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+ The QM calculations were performed to study amide bond formation mechanisms, including:
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+ - Full reaction mechanism pathways
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+ - Hammett analysis structures
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+ This experimental dataset includes...
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+
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+ ## Citation
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+ If you use this data, please cite:
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+ ```bibtex
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+ @article{prism_amide_coupling,
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+ title={PRISM (Parallelized Reaction-rates via Indicator Spectrometry using Machine-vision) and Machine Learning Modeling of Amide Coupling Reaction},
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+ author={Baumer, Mitchell; Gallegos, Liliana C.; Anstine, Dylan M.; Kubaney, Andrew; Regio, Jose Emilio A.; Isayev, Olexander; Bernhard, Stefan; Gomes, Gabe},
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+ journal={In preparation},
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+ year={2025},
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+ note={Data available at: https://huggingface.co/datasets/gomesgroup/prism. ML Code available at: https://github.com/gomesgroup/PRISM}
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+ }
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+ ```
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qm_calculations/README.md CHANGED
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  └── ts/ # Transition state structures (31 files)
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  ```
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  └── ts/ # Transition state structures (31 files)
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  ```
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+ ## Citation
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+ If you use this dataset in your research, please cite:
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+ ```bibtex
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+ @article{baumer-gallegos2025prism,
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+ title={PRISM (Parallelized Reaction-rates via Indicator Spectrometry using Machine-vision) and Machine Learning Modeling of Amide Coupling Reaction},
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+ author={Baumer, Mitchell; Gallegos, Liliana C.; Anstine, Dylan M.; Kubaney, Andrew; Regio, Jose Emilio A.; Isayev, Olexander; Bernhard, Stefan; Gomes, Gabe},
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+ journal={In preparation},
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+ year={2025}
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+ }
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+ ```