```xml <result> <column_name>Aggregate rating</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 ratings across entities 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 gate: DIMENSION with no sequence axis makes multiplicative highly implausible. The column is an aggregate rating (0.0-4.9 scale), which is an intensive level - a quality score per entity. Center-of-mass (mean=2.67, median=3.2) is bounded and away from both 0 and 1, consistent with a rating scale. Contains 22.5% zeros (unrated entities). Summing ratings is meaningless; averaging is the natural rollup when combining entities. Clear intensive_additive. </reasoning> <table_type_conflict>false</table_type_conflict> </result> ```