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Microplastic Spectral Classification Needs an Open Source Community: Open Specy to the Rescue!

Analytical Chemistry 2021 473 citations ? Citation count from OpenAlex, updated daily. May differ slightly from the publisher's own count. Score: 55 ? 0–100 AI score estimating relevance to the microplastics field. Papers below 30 are filtered from public browse.
Sebastian Primpke, Chelsea M. Rochman Zacharias Steinmetz, Chelsea M. Rochman Chelsea M. Rochman Chelsea M. Rochman Zacharias Steinmetz, Sebastian Primpke, Win Cowger, Win Cowger, Win Cowger, Win Cowger, Win Cowger, Sebastian Primpke, Chelsea M. Rochman Sebastian Primpke, Hannah De Frond, Zacharias Steinmetz, Hannah De Frond, Sebastian Primpke, Sebastian Primpke, Win Cowger, Hannah De Frond, Hannah De Frond, Hannah Hapich, Sebastian Primpke, Zacharias Steinmetz, Win Cowger, Win Cowger, Chelsea M. Rochman Zacharias Steinmetz, Hannah Hapich, Sebastian Primpke, Keenan Munno, Chelsea M. Rochman Chelsea M. Rochman Win Cowger, Sebastian Primpke, Zacharias Steinmetz, Win Cowger, Sebastian Primpke, Sebastian Primpke, Chelsea M. Rochman Win Cowger, Sebastian Primpke, Sebastian Primpke, Sebastian Primpke, Jennifer M. Lynch, Chelsea M. Rochman Chelsea M. Rochman Sebastian Primpke, Andrew B. Gray, Zacharias Steinmetz, Keenan Munno, Keenan Munno, Win Cowger, Sebastian Primpke, Sebastian Primpke, Win Cowger, Win Cowger, Win Cowger, Chelsea M. Rochman Chelsea M. Rochman Keenan Munno, Win Cowger, Win Cowger, Zacharias Steinmetz, Hannah Hapich, Sebastian Primpke, Sebastian Primpke, Keenan Munno, Sebastian Primpke, Chelsea M. Rochman Keenan Munno, Keenan Munno, Andrew B. Gray, Win Cowger, Hannah De Frond, Sebastian Primpke, Sebastian Primpke, Zacharias Steinmetz, Win Cowger, Sebastian Primpke, Sebastian Primpke, Chelsea M. Rochman Chelsea M. Rochman Win Cowger, Chelsea M. Rochman Sebastian Primpke, Win Cowger, Sebastian Primpke, Jennifer M. Lynch, Win Cowger, Chelsea M. Rochman Win Cowger, Sebastian Primpke, Win Cowger, Win Cowger, Win Cowger, Chelsea M. Rochman Chelsea M. Rochman Sebastian Primpke, Sebastian Primpke, Win Cowger, Keenan Munno, Win Cowger, Win Cowger, Jennifer M. Lynch, Jennifer M. Lynch, Win Cowger, Win Cowger, Win Cowger, Win Cowger, Win Cowger, Win Cowger, Chelsea M. Rochman Chelsea M. Rochman Chelsea M. Rochman Chelsea M. Rochman Chelsea M. Rochman Andrew B. Gray, Sebastian Primpke, Hannah De Frond, Hannah De Frond, Hannah De Frond, Hannah De Frond, Hannah De Frond, Hannah De Frond, Hannah De Frond, Chelsea M. Rochman Sebastian Primpke, Chelsea M. Rochman Hannah De Frond, Andrew B. Gray, Hannah De Frond, Zacharias Steinmetz, Sebastian Primpke, Andrew B. Gray, Andrew B. Gray, Andrew B. Gray, Chelsea M. Rochman Sebastian Primpke, Andrew B. Gray, Sebastian Primpke, Andrew B. Gray, Sebastian Primpke, Sebastian Primpke, Chelsea M. Rochman Keenan Munno, Andrew B. Gray, Sebastian Primpke, Sebastian Primpke, Sebastian Primpke, Sebastian Primpke, Sebastian Primpke, Chelsea M. Rochman Zacharias Steinmetz, Zacharias Steinmetz, Zacharias Steinmetz, Sebastian Primpke, Zacharias Steinmetz, Chelsea M. Rochman Zacharias Steinmetz, Chelsea M. Rochman Sebastian Primpke, Sebastian Primpke, Sebastian Primpke, Sebastian Primpke, Keenan Munno, Zacharias Steinmetz, Keenan Munno, Win Cowger, Andrew B. Gray, Win Cowger, Win Cowger, Keenan Munno, Sebastian Primpke, Sebastian Primpke, Chelsea M. Rochman Sebastian Primpke, Andrew B. Gray, Sebastian Primpke, Sebastian Primpke, Sebastian Primpke, Sebastian Primpke, Sebastian Primpke, Hannah De Frond, Chelsea M. Rochman Chelsea M. Rochman Chelsea M. Rochman Chelsea M. Rochman Chelsea M. Rochman Sebastian Primpke, Chelsea M. Rochman Chelsea M. Rochman Chelsea M. Rochman Chelsea M. Rochman Chelsea M. Rochman Chelsea M. Rochman Chelsea M. Rochman Zacharias Steinmetz, Chelsea M. Rochman Chelsea M. Rochman Chelsea M. Rochman Chelsea M. Rochman Chelsea M. Rochman Chelsea M. Rochman Chelsea M. Rochman Chelsea M. Rochman Chelsea M. Rochman Chelsea M. Rochman Chelsea M. Rochman Chelsea M. Rochman Keenan Munno, Keenan Munno, Zacharias Steinmetz, Keenan Munno, Keenan Munno, Win Cowger, Win Cowger, Win Cowger, Jennifer M. Lynch, Win Cowger, Hannah Hapich, Sebastian Primpke, Sebastian Primpke, Sebastian Primpke, Andrew B. Gray, Andrew B. Gray, Andrew B. Gray, Sebastian Primpke, Sebastian Primpke, Andrew B. Gray, Andrew B. Gray, Sebastian Primpke, Sebastian Primpke, Sebastian Primpke, Sebastian Primpke, Sebastian Primpke, Sebastian Primpke, Hannah Hapich, Chelsea M. Rochman Keenan Munno, Chelsea M. Rochman Keenan Munno, Keenan Munno, Hannah Hapich, Sebastian Primpke, Chelsea M. Rochman Chelsea M. Rochman Sebastian Primpke, Chelsea M. Rochman Sebastian Primpke, Sebastian Primpke, Zacharias Steinmetz, Hannah Hapich, Chelsea M. Rochman Zacharias Steinmetz, Sebastian Primpke, Chelsea M. Rochman Chelsea M. Rochman Chelsea M. Rochman Sebastian Primpke, Andrew B. Gray, Andrew B. Gray, Chelsea M. Rochman Chelsea M. Rochman Sebastian Primpke, Sebastian Primpke, Zacharias Steinmetz, Sebastian Primpke, Sebastian Primpke, Chelsea M. Rochman Chelsea M. Rochman Chelsea M. Rochman Chelsea M. Rochman Sebastian Primpke, Andrew B. Gray, Hannah De Frond, Andrew B. Gray, Chelsea M. Rochman Win Cowger, Win Cowger, Chelsea M. Rochman Andrew B. Gray, Win Cowger, Win Cowger, Chelsea M. Rochman Hannah Hapich, Keenan Munno, Keenan Munno, Chelsea M. Rochman Chelsea M. Rochman Sebastian Primpke, Sebastian Primpke, Zacharias Steinmetz, Win Cowger, Jennifer M. Lynch, Chelsea M. Rochman Sebastian Primpke, Win Cowger, Zacharias Steinmetz, Sebastian Primpke, Sebastian Primpke, Win Cowger, Chelsea M. Rochman Sebastian Primpke, Sebastian Primpke, Sebastian Primpke, Zacharias Steinmetz, Sebastian Primpke, Sebastian Primpke, Chelsea M. Rochman Sebastian Primpke, Win Cowger, Zacharias Steinmetz, Chelsea M. Rochman Hannah De Frond, Chelsea M. Rochman Win Cowger, Sebastian Primpke, Win Cowger, Sebastian Primpke, Hannah De Frond, Sebastian Primpke, Win Cowger, Zacharias Steinmetz, Chelsea M. Rochman Hannah Hapich, Chelsea M. Rochman Sebastian Primpke, Zacharias Steinmetz, Chelsea M. Rochman Sebastian Primpke, Sebastian Primpke, Chelsea M. Rochman Chelsea M. Rochman Sebastian Primpke, Sebastian Primpke, Chelsea M. Rochman Jennifer M. Lynch, Chelsea M. Rochman Chelsea M. Rochman Chelsea M. Rochman Sebastian Primpke, Sebastian Primpke, Sebastian Primpke, Sebastian Primpke, Chelsea M. Rochman Chelsea M. Rochman Chelsea M. Rochman Chelsea M. Rochman Chelsea M. Rochman Chelsea M. Rochman Chelsea M. Rochman Chelsea M. Rochman Chelsea M. Rochman Chelsea M. Rochman Chelsea M. Rochman Chelsea M. Rochman Chelsea M. Rochman Chelsea M. Rochman Chelsea M. Rochman Chelsea M. Rochman Chelsea M. Rochman Chelsea M. Rochman Chelsea M. Rochman Chelsea M. Rochman Chelsea M. Rochman Chelsea M. Rochman Chelsea M. Rochman Keenan Munno, Keenan Munno, Keenan Munno, Win Cowger, Win Cowger, Win Cowger, Sebastian Primpke, Sebastian Primpke, Sebastian Primpke, Sebastian Primpke, Andrew B. Gray, Andrew B. Gray, Andrew B. Gray, Hannah Hapich, Jennifer M. Lynch, Jennifer M. Lynch, Sebastian Primpke, Sebastian Primpke, Chelsea M. Rochman Chelsea M. Rochman Sebastian Primpke, Chelsea M. Rochman Win Cowger, Chelsea M. Rochman Chelsea M. Rochman Chelsea M. Rochman Chelsea M. Rochman Sebastian Primpke, Win Cowger, Sebastian Primpke, Chelsea M. Rochman Chelsea M. Rochman Sebastian Primpke, Chelsea M. Rochman Chelsea M. Rochman Chelsea M. Rochman Sebastian Primpke, Keenan Munno, Sebastian Primpke, Chelsea M. Rochman Sebastian Primpke, Sebastian Primpke, Sebastian Primpke, Sebastian Primpke, Sebastian Primpke, Chelsea M. Rochman Sebastian Primpke, Hannah De Frond, Hannah De Frond, Sebastian Primpke, Sebastian Primpke, Win Cowger, Win Cowger, Chelsea M. Rochman Jennifer M. Lynch, Win Cowger, Jennifer M. Lynch, Keenan Munno, Chelsea M. Rochman Sebastian Primpke, Chelsea M. Rochman Win Cowger, Sebastian Primpke, Sebastian Primpke, Chelsea M. Rochman Chelsea M. Rochman Keenan Munno, Keenan Munno, Chelsea M. Rochman Andrew B. Gray, Chelsea M. Rochman Orestis Herodotou, Keenan Munno, Andrew B. Gray, Chelsea M. Rochman Orestis Herodotou, Chelsea M. Rochman Sebastian Primpke, Win Cowger, Zacharias Steinmetz, Hannah De Frond, Sebastian Primpke, Sebastian Primpke, Chelsea M. Rochman Chelsea M. Rochman Chelsea M. Rochman Sebastian Primpke, Chelsea M. Rochman Sebastian Primpke, Chelsea M. Rochman Chelsea M. Rochman Chelsea M. Rochman Chelsea M. Rochman Chelsea M. Rochman Chelsea M. Rochman Jennifer M. Lynch, Hannah De Frond, Chelsea M. Rochman Sebastian Primpke, Jennifer M. Lynch, Andrew B. Gray, Chelsea M. Rochman Jennifer M. Lynch, Jennifer M. Lynch, Jennifer M. Lynch, Sebastian Primpke, Hannah De Frond, Chelsea M. Rochman Win Cowger, Keenan Munno, Hannah De Frond, Hannah De Frond, Andrew B. Gray, Sebastian Primpke, Andrew B. Gray, Andrew B. Gray, Andrew B. Gray, Sebastian Primpke, Sebastian Primpke, Win Cowger, Andrew B. Gray, Win Cowger, Sebastian Primpke, Andrew B. Gray, Chelsea M. Rochman Sebastian Primpke, Chelsea M. Rochman Sebastian Primpke, Chelsea M. Rochman

Summary

Researchers developed Open Specy, a free, open-source tool for spectral classification of microplastics using Raman and infrared spectroscopy. The platform addresses a critical gap in microplastic research by providing accurate, cost-free identification tools and a community-shared spectral library that better represents the diversity of environmental microplastic pollutants.

Microplastic pollution research has suffered from inadequate data and tools for spectral (Raman and infrared) classification. Spectral matching tools often are not accurate for microplastics identification and are cost-prohibitive. Lack of accuracy stems from the diversity of microplastic pollutants, which are not represented in spectral libraries. Here, we propose a viable software solution: Open Specy. Open Specy is on the web (www.openspecy.org) and in an R package. Open Specy is free and allows users to view, process, identify, and share their spectra to a community library. Users can upload and process their spectra using smoothing (Savitzky-Golay filter) and polynomial baseline correction techniques (IModPolyFit). The processed spectrum can be downloaded to be used in other applications or identified using an onboard reference library and correlation-based matching criteria. Open Specy's data sharing and session log features ensure reproducible results. Open Specy houses a growing library of reference spectra, which increasingly represents the diversity of microplastics as a contaminant suite. We compared the functionality and accuracy of Open Specy for microplastic identification to commonly used spectral analysis software. We found that Open Specy was the only open source software and the only software with a community library, and Open Specy had comparable accuracy to popular software (OMNIC Picta and KnowItAll). Future developments will enhance spectral identification accuracy as the reference library and functionality grows through community-contributed spectra and community-developed code. Open Specy can also be used for applications beyond microplastic analysis. Open Specy's source code is open source (CC-BY-4.0, attribution only) (https://github.com/wincowgerDEV/OpenSpecy).

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