Query String - Query with and without wildcards

Version: 5.1

We are getting different hits sets when executing query with and without *

The below query returns 8 records when we expect about 44 records.

"query": {
"query_string": {
"query": "(application:1000000001 AND application_owner_account:2000000001)"
}
},

Including wildcard returns the correct set of results - 44 records

"query": {
"query_string": {
"query": "(application:1000000001* AND application_owner_account:2000000001)"
}
},

We did not see this issue in development and happens only in production environment. Can anyone explain me this behavior?

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