```xml <result> <column_name>Freedom</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 an intensive index/score 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 appears to be a normalized index or score (bounded [0, 0.608], mean 0.37, median 0.40) representing freedom level per entity. Center is far from both 0.0 and 1.0, contains zeros, and log_symmetry_gain is negative (raw distribution is more symmetric). This is an intensive measure - a level/score that should be averaged across entities, not summed. No naming tokens suggest ratio/rate behavior, and the bounded positive range with distinct values per entity confirms this is a dimensional attribute score. </reasoning> <table_type_conflict>false</table_type_conflict> </result> ```