my $sentence1 = {
	wordA => 2,
	wordB => 1,
};

my $probability = $categorizer->predict(attributes => $sentence1);

if ($probability->{'positive'} > 0.5) {
	# sentence1 probably positive
}
elsif ($probability->{'negative'} > 0.5) { 
	# sentence1 probably negative
}