AI4Green4Students: Promoting sustainable chemistry in undergraduate laboratories with an electronic lab notebook
AI4Green4Students: Promoting sustainable chemistry in undergraduate laboratories with an electronic lab notebook
AI4Green is an open-source, machine-learning-powered electronic laboratory notebook (ELN) developed to help chemists mitigate environmental impacts, particularly within the pharmaceutical sector. This study presents AI4Green4Students, a pedagogically adapted version designed to foster sustainable laboratory practices. The AI4Green4Students ELN includes features for sustainability assessment, data documentation, and analysis, aiming to equip students with skills for modern, sustainable laboratory practices. User feedback, gathered through questionnaires and interviews, informed the initial development and subsequent refinements of the application. Implementation in a Year 3 undergraduate chemistry lab project indicated improved adherence to sustainable practices, suggesting that the ELN supports the integration of sustainable chemistry into laboratory teaching. Future efforts will expand AI4Green4Students to include additional experiments to broaden its applicability across undergraduate chemistry courses, as well as integrate machine learning tools to enhance data analysis capabilities.
Nwafor, Peace
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Gurung, Sahson
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van Krimpen, Philip
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Schnaubert, Lenka
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Jolley, Katherine
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Pearman-Kanza, Samantha
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Willoughby, Cerys
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Hirst, Johnathan
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5 June 2025
Nwafor, Peace
a6684e04-870d-4a04-882e-eba045ddf6bc
Gurung, Sahson
ad1c568e-f7e3-4c03-88cc-bef012114275
van Krimpen, Philip
6a025cdb-d148-4781-a0a6-753c1290acff
Schnaubert, Lenka
1ac361d1-59a9-430c-b51c-48845209f0be
Jolley, Katherine
6c290779-9bc3-4352-8b44-48d97c30e77a
Pearman-Kanza, Samantha
b73bcf34-3ff8-4691-bd09-aa657dcff420
Willoughby, Cerys
118d1e49-2c54-4f4d-bd49-fe3a192df9d7
Hirst, Johnathan
23ed0cd4-b3d7-4f57-9735-21801b26b08a
Nwafor, Peace, Gurung, Sahson, van Krimpen, Philip, Schnaubert, Lenka, Jolley, Katherine, Pearman-Kanza, Samantha, Willoughby, Cerys and Hirst, Johnathan
(2025)
AI4Green4Students: Promoting sustainable chemistry in undergraduate laboratories with an electronic lab notebook.
Journal of Chemical Education.
(doi:10.1021/acs.jchemed.4c01393).
Abstract
AI4Green is an open-source, machine-learning-powered electronic laboratory notebook (ELN) developed to help chemists mitigate environmental impacts, particularly within the pharmaceutical sector. This study presents AI4Green4Students, a pedagogically adapted version designed to foster sustainable laboratory practices. The AI4Green4Students ELN includes features for sustainability assessment, data documentation, and analysis, aiming to equip students with skills for modern, sustainable laboratory practices. User feedback, gathered through questionnaires and interviews, informed the initial development and subsequent refinements of the application. Implementation in a Year 3 undergraduate chemistry lab project indicated improved adherence to sustainable practices, suggesting that the ELN supports the integration of sustainable chemistry into laboratory teaching. Future efforts will expand AI4Green4Students to include additional experiments to broaden its applicability across undergraduate chemistry courses, as well as integrate machine learning tools to enhance data analysis capabilities.
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Colorectal Disease - 2025 - Uzoma - Head‐down tilt lithotomy position and well‐leg compartment syndrome An international
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Accepted/In Press date: 21 May 2025
Published date: 5 June 2025
Identifiers
Local EPrints ID: 501742
URI: http://eprints.soton.ac.uk/id/eprint/501742
ISSN: 0021-9584
PURE UUID: 703df1b0-fc20-416f-b12f-86d5afb62fce
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Date deposited: 09 Jun 2025 17:41
Last modified: 10 Jun 2025 02:00
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Contributors
Author:
Peace Nwafor
Author:
Sahson Gurung
Author:
Philip van Krimpen
Author:
Lenka Schnaubert
Author:
Katherine Jolley
Author:
Cerys Willoughby
Author:
Johnathan Hirst
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