The document discusses bio-conversion processes and their impact on gas turbine engine efficiency, detailing microbial actions that convert organic matter into energy. It highlights industry challenges, research barriers, and the need for predictive condition monitoring to mitigate issues like component failure and reduced performance. Next steps include developing an engine bio-fouling model to analyze the relationship between hydrocarbon loss, engine performance, and emissions.