```xml <result> <column_name>Generosity</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 level is meaningless), product (not a ratio), geomean (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 gate: DIMENSION with no sequence axis makes multiplicative highly implausible. The column name "Generosity" suggests a measured attribute or score (intensive level), not a ratio or extensive quantity. Center-of-mass is at 0.237 (far from both 0 and 1), range [0.0, 0.796] is bounded, and log_symmetry_gain is negative (raw distribution is more symmetric than log). These signals point to an intensive additive measure - a level or score that should be averaged, not summed. No naming tokens suggest ratio/rate/factor, and the bounded positive range with near-zero minimum is consistent with a normalized score or index value. </reasoning> <table_type_conflict>false</table_type_conflict> </result> ```