```xml <result> <column_name>Dystopia Residual</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 residual/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> DIMENSION table with no sequence axis strongly gates against multiplicative. The column name "Dystopia Residual" indicates a residual score or level (intensive quantity), not a ratio or extensive accumulation. Center of mass (mean=2.10, median=2.10) is far from both 0.0 and 1.0, with bounded positive range [0.33, 3.60], consistent with a normalized score or index level. No zeros, strictly positive, negative log_symmetry_gain all support additive. This is an intensive level where averaging is meaningful but summing is not. </reasoning> <table_type_conflict>false</table_type_conflict> </result> ```