The scoring contains the Inverse Document Frequency(IDF). If the term “John Smith” is in one partition, 0, 100 times and in partition 1, once. The score for searching for John Smith would be higher search in partition 1 as the term is more scarce.
To get round this you would wither have to have your index being over all partitions, or you would need to override the IDF.