```xml <result> <column_name>aroma</column_name> <family>additive</family> <subtype>intensive_additive</subtype> <confidence>0.92</confidence> <requires_user_confirmation>false</requires_user_confirmation> <sum_meaningful>false</sum_meaningful> <signed>false</signed> <reducers> <primary_reducer>mean</primary_reducer> <valid_reducers>mean, min, max, median, distribution</valid_reducers> <excluded_reducers>sum (summing a rating/score is meaningless), product (not a ratio)</excluded_reducers> <average_semantics>arithmetic_mean</average_semantics> </reducers> <inner_outer_measure> <inner_measure_reducer>min</inner_measure_reducer> <outer_measure_reducer>max</outer_measure_reducer> </inner_outer_measure> <multiplicative_partner_derivable>false</multiplicative_partner_derivable> <reasoning> Table type is DIMENSION with no sequence axis, making multiplicative highly implausible. The column "aroma" is a bounded rating/score (0-10 scale) with mean 5.63 and median 7.0, centered away from both 0 and 1. This is a classic intensive measure: an ordinal rating level where summing across entities is meaningless (you cannot add "14 points of aroma"), but averaging to find typical aroma score is the natural aggregation. The presence of zeros (14.7%) and bounded range [0,10] confirm this is an absolute level, not a ratio. </reasoning> <table_type_conflict>false</table_type_conflict> </result> ```