Diagnostic reasoning in neurology also balances probabilities with pattern recognition. Experienced clinicians recognize syndromic constellations: parkinsonism with rapid eye movement sleep behavior disorder and autonomic failure flags alpha-synucleinopathies; vertical gaze palsy with early falls suggests progressive supranuclear palsy; acute ascending weakness with albuminocytologic dissociation in cerebrospinal fluid points to Guillain–Barré syndrome. John Patten and others emphasize teaching these syndromes not as rigid boxes but as prototypes — helpful shortcuts that accelerate recognition while remaining open to atypical presentations.