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Converting a target dose to syringe units requires one additional step

Refrigeration or freezing of the lyophilized material is recommended for extended stability, in accordance with laboratory SOPs

Two prominent RNN variants, Long Short-Term Memory (LSTM) networks and Gated Recurrent Units (GRUs), address the challenges of vanishing and exploding gradients that hinder traditional RNNs in long-sequence learning [62]

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Atakisi O, Erdogan HM, Atakisi E et al (2010) Effects of reduced glutathione on nitric oxide level, total antioxidant and oxidant capacity and adenosine deaminase activity