```xml <result> <column_name>overall</column_name> <family>additive</family> <subtype>intensive_additive</subtype> <confidence>0.85</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 level 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 (gate prior). The column "overall" is a bounded integer rating/score (1-20, mean 14.6, median 15), representing an absolute level or quality assessment. Center is far from both 0 and 1, with no zeros or negatives. This is a classic intensive quantity where averaging across entities is meaningful but summing is not (you cannot add ratings). The name "overall" strongly suggests an aggregate rating or score level, confirming intensive_additive classification. </reasoning> <table_type_conflict>false</table_type_conflict> </result> ```