A nanoporous-membrane barrier-on-chip with integrated ECIS electrodes plus Conv1d/KAN classifiers can identify four phases of endothelial barrier formation and detect reversible versus irreversible barrier weakening from impedance spectra alone.
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Smart membrane: high content in situ monitoring barrier on chip with artificial neural network
A nanoporous-membrane barrier-on-chip with integrated ECIS electrodes plus Conv1d/KAN classifiers can identify four phases of endothelial barrier formation and detect reversible versus irreversible barrier weakening from impedance spectra alone.