```xml <result> <column_name>f_boxer_drawn</column_name> <family>additive</family> <subtype>real_additive</subtype> <confidence>0.82</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, mean, min, max, 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 is DIMENSION with no sequence axis, making multiplicative highly implausible per the gate prior. The column name "f_boxer_drawn" suggests a count or frequency measure (prefix "f_" often denotes frequency/feature). Values are non-negative with zeros present (min=0.0), range [0.0, 3.77], and not centered near 1.0—all consistent with an absolute extensive quantity. The dtype is object (likely stored as string but parseable as float), which is common for count-like measures in dimension tables. No multiplicative naming tokens present. Classification: real_additive with sum as the natural aggregation. </reasoning> <table_type_conflict>false</table_type_conflict> </result> ```