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Controlling mechanical ventilation in acute respiratory distress syndrome with fuzzy logic

Authors :
Binh Nguyen
David B. Bernstein
Jason H. T. Bates
Source :
Journal of critical care. 29(4)
Publication Year :
2013

Abstract

Purpose The current ventilatory care goal for acute respiratory distress syndrome (ARDS) and the only evidence-based approach for managing ARDS is to ventilate with a tidal volume ( V T ) of 6 mL/kg predicted body weight (PBW). However, it is not uncommon for some caregivers to feel inclined to deviate from this strategy for one reason or another. To accommodate this inclination in a rationalized manner, we previously developed an algorithm that allows for V T to depart from 6 mL/kg PBW based on physiological criteria. The goal of the present study was to test the feasibility of this algorithm in a small retrospective study. Materials and Methods Current values of peak airway pressure, positive end-expiratory pressure (PEEP), and arterial oxygen saturation are used in a fuzzy logic algorithm to decide how much V T should differ from 6 mL/kg PBW and how much PEEP should change from its current setting. We retrospectively tested the predictions of the algorithm against 26 cases of decision making in 17 patients with ARDS. Results Differences between algorithm and physician V T decisions were within 2.5 mL/kg PBW, except in 1 of 26 cases, and differences between PEEP decisions were within 2.5 cm H 2 O, except in 3 of 26 cases. The algorithm was consistently more conservative than physicians in changing V T but was slightly less conservative when changing PEEP. Conclusions Within the limits imposed by a small retrospective study, we conclude that our fuzzy logic algorithm makes sensible decisions while at the same time keeping practice close to the current ventilatory care goal.

Details

ISSN :
15578615
Volume :
29
Issue :
4
Database :
OpenAIRE
Journal :
Journal of critical care
Accession number :
edsair.doi.dedup.....e6c789d3007cd35816a91dbc047793f9