'Fuzzy logic' alarm system may help NICU nurses predict catheter infusion failure

A "fuzzy logic" alarm system may help nurses in the neonatal intensive care unit (NICU) predict impending catheter infusion failure – and prevent complications in critically ill newborns, reports a study in the October issue of Advances in Neonatal Care, official journal of the National Association of Neonatal Nurses. The journal is published in the Lippincott portfolio by Wolters Kluwer.

The advantage of using the fuzzy logic alarm system for prediction of impending peripheral intravenous catheter infusion failure is the potential for prevention of disruption of infused fluid or medicine and prevention of tissue injury."

Elena M. Bosque, PhD, ARNP, NNP-BC, of Seattle Children's Hospital

Her innovative approach provides an example of neonatal nurses becoming involved in hands-on development of the monitoring technology that's an essential part of their work in the NICU. The project was supported by the University of Washington CoMotion department of technology transfer.

New alarm algorithm to predict impending infusion failure in newborns

Intravenous catheters connected to infusion pumps are used to deliver fluids, nutrition, and medications to hospitalized newborns. Complications related to catheter blockage or leakage can occur, with the potential to cause injury. Even with diligent monitoring, it is difficult to predict impending IV infusion failure – by the time a problem is recognized, injury may have already occurred.

Dr. Bosque sought to develop an IV infusion nanotechnology monitoring system to alert neonatal nurses to impending IV infusion failure. Her proposed system includes a catheter with multimodal sensors connected to an infusion pump. The pump includes a software algorithm that triggers an alarm of possible impending IV infusion failure when certain conditions are met.

The software was developed using an artificial intelligence programming theory called fuzzy logic. As opposed to traditional binary logic (yes/no, true/false), fuzzy logic permits programming of variables with overlapping boundaries.

"Fuzzy logic is particularly suitable for describing human decision-making processes that cannot be precisely described in conventional mathematical terms," according to Dr. Bosque. The system "permits rule-based reasoning which closely approximates actual human reasoning processes, when decisions are made based on degrees of uncertainty instead of absolutes."

The algorithm included three variables believed to affect the risk of IV infusion failure: infusion pressure, pH (acid-base balance), and oxygen saturation (level of blood oxygenation). The fuzzy logic software was written to trigger an alarm under conditions indicating impending catheter failure: for example, high pressure in the catheter with low pH and/or blood oxygenation.

"These situations may occur if the line is kinked, foreign material is lodged at the catheter tip, or the catheter is up against a vessel and not situated in the vessel with normal venous flow," Dr. Bosque writes. "If the nurse hears the alarm of impending infusion failure, then he or she may apply interventions to minimize injury and improve safety."

The paper describes the development of and execution directions for of the alarm algorithm, and presents a graphic model of the IV pump system and a 3D model of the IV infusion catheter and multimodal sensor. Dr. Bosque emphasizes that a prototype system meeting regulatory requirements would be needed before the technology would be ready for clinical testing.

Although the fuzzy logic software was developed using predictor variables obtained from newborns, with further testing it might be shown to have benefits in other groups of patients. "This work supports the longer-term goal of inclusion of the nurse in the development of technology," Dr. Bosque adds. "Who better to be content expert than those who work with these machines every day?"

Source:
Journal reference:

Zurca, A.D., et al. (2019) Development of an Innovative Nonanimal Training Model for Infant Pleural Effusion Drainage via Pigtail Catheter Placement. Advances in Neonatal Care. doi.org/10.1097/ANC.0000000000000680.

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