His conservative policies are being blamed for failing to solve the latest financial and currency crisis.
His left-wing challenger is Alberto Fernandez, whose running mate is former president Cristina Kirchner.
She could be on the brink of a comeback despite facing a corruption trial.
Al Jazeera's Teresa Bo reports from Buenos Aires.
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