MetricPsychiatristsNeurologistsAdvantage
AI Exposure6461Neurologists
Replacement Risk5451Neurologists
Human Dependency6064Neurologists
Physical Dependency2936Neurologists
Labour-market Resilience6572Neurologists
Confidence83.15382.5504Psychiatrists
Task Coverage87.695286.8093Psychiatrists
Verdict
Neurologists currently appears more AI-resilient. That advantage reflects lower replacement pressure after human dependency, physical dependency, labour-market resilience and adoption factors are included.