The main aim of this study is learn more about long-term TAK-503 treatment in children and teenagers with ADHD for whom earlier stimulant treatment did not work. The study has two parts (A and B). In Part A, participants will take tablets of TAK-503, atomoxetine or placebo and in Part B TAK-503 tablets.
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Part A: Change From Baseline in the Cambridge Neuropsychological Test Automated Battery (CANTAB) Reaction Time (RTI) Task at Week 18
Timeframe: At Baseline, Week 18
Part A: Change From Baseline in the CANTAB RTI Task at Week 49
Timeframe: At Baseline, Week 49
Part B: Change From Baseline in the CANTAB RTI Task at Week 49
Timeframe: At Baseline, Week 49