Edge Cases, Alarm Fatigue, and Why AI Cannot Replace Clinical Judgment with Brandon Fertig, Senior Manager at Philips Healthcare

Alarm fatigue happens when monitoring systems raise so many false flags that clinical staff begin ignoring them, even when real critical events occur. A surgeon during an operation gets alarms indicating patient bleeding, but observes stable blood pressure and no visible bleeding. The surgeon trusts direct patient observation over machine output because edge cases require human judgment that AI cannot reliably provide.Brandon Fertig discusses why patient monitoring systems with visual indicators like the gingerbread man figure help nurses prioritize care without replacing their judgment, how edge cases become more important as automation increases, and why AI in healthcare should focus on efficiency rather than autonomous decision-making.Alarm noise versus signal, why ground truth patient observation matters more than machine alerts, and how human checkpoints handle situations AI cannot predict.Practical for understanding AI limitations in clinical settings.Episode Breakdown:00:01 Welcome02:20 IT background05:03 Leadership08:33 Skills transfer12:15 Philips work16:40 Training22:30 AI tools28:45 Checkpoints34:20 Monitoring38:50 Quality40:54 Efficiency41:24 Judgment42:38 AdviceThe Med Device Cyber Podcast is brought to you by Blue Goat Cyber, cybersecurity experts providing essential security solutions for the medical device industry. Learn more by visiting https://bluegoatcyber.com.If you're interested in our services or partnering with us, schedule a Discovery Session: https://go.bluegoatcyber.com/meetings/blue-goat-cyber/discovery-sessionChristian Espinosa is the CEO and founder of Blue Goat Cyber. Trevor Slattery is the Chief Operating Officer at Blue Goat Cyber.Christian Espinosa on LinkedIn: https://www.linkedin.com/in/christianespinosa/Trevor Slattery on LinkedIn: https://www.linkedin.com/in/trevor-slattery-34852b1a9Blue Goat Cyber on LinkedIn: https://www.linkedin.com/company/blue-goat-cyber/Blue Goat Cyber on Instagram: https://www.instagram.com/bluegoatcyber/Blue Goat Cyber on Facebook: https://www.facebook.com/bluegoatcyber/Blue Goat Cyber on YouTube: https://www.youtube.com/@BlueGoatCyber/?sub_confirmation=1