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World J Stem Cells. May 26, 2026; 18(5): 117591
Published online May 26, 2026. doi: 10.4252/wjsc.v18.i5.117591
Figure 5
Figure 5 Smart bioprocessing framework integrating automation, inline sensing, and artificial intelligence-enabled interpretation. This illustration depicts the use of automated production systems coupled with continuous analytical monitoring through online Raman and dielectric spectroscopy. These tools generate real-time process data that feed into artificial intelligence-based analytical models, enabling dynamic insights, improved process control, and greater robustness across biomanufacturing workflows. AI: Artificial intelligence.


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