```xml <result> <column_name>rating_count</column_name> <family>additive</family> <subtype>real_additive</subtype> <confidence>0.98</confidence> <requires_user_confirmation>false</requires_user_confirmation> <sum_meaningful>true</sum_meaningful> <signed>false</signed> <reducers> <primary_reducer>sum</primary_reducer> <valid_reducers>sum, min, max, mean, median, count, distribution</valid_reducers> <excluded_reducers>product (not a ratio), geomean (not a ratio)</excluded_reducers> <average_semantics>arithmetic_mean</average_semantics> </reducers> <inner_outer_measure> <inner_measure_reducer>sum</inner_measure_reducer> <outer_measure_reducer>sum</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. Column name "rating_count" contains the token "count", a strong real_additive signal. The data is strictly non-negative with zeros present (12.7%), large unbounded magnitude (max 5179, mean 10.1), and center far from 1.0—all consistent with an extensive count quantity. Sum is the natural aggregation operation for combining counts across entities. No multiplicative evidence present. </reasoning> <table_type_conflict>false</table_type_conflict> </result> ```