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Australia took 90 minutes to complete formalities, with Michael Neser and Mitchell Starc sharing five of the last six West Indies wickets.
Australia bowled the West Indies out for 333 on Sunday in the second session of day five to claim a 1-0 lead in the two-match series.
Reports added that the 47-year-old, who is part of the Seven Network's commentary team for Australia's two-Test home series against the West Indies, told colleagues he was feeling alright but went to hospital as a precaution.
The move follows their disappointing Twenty20 World Cup exit in Australia.
He will don the role of Mumbai Indians' bating coach in the prestigious T20 tournament.
This was the first time West Indies failed to advance further from the group stage since the inaugural tournament in South Africa in 2007.
The Caribbeans made their earliest exit from the global showpiece since the inaugural 2007 tournament in South Africa.
Joseph bowled with pace and precision to cause damage to Zimbabwe at the start and then returned in his second spell to snuff out the remaining fight from the African side to register career-best figures of 4/16 in T20 internationals.
The 42-run win for Scotland comes exactly a year after they defeated Bangladesh by six runs in their opening first-round match of 2021 T20 World Cup
The short format cricket goodwill tournament, which promises high quotient entertainment and fun, will be held over two days in Bengaluru in December.