```xml <result> <column_name>Score</column_name> <family>additive</family> <subtype>intensive_additive</subtype> <confidence>0.92</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 intensity levels 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> Table-type gate: DIMENSION with no sequence axis makes multiplicative highly implausible. The column name "Score" indicates an absolute rating/level. Center-of-mass at 5.4 (range 2.9-7.8) is far from both 0.0 and 1.0, bounded and unsigned, consistent with an intensity measure. No zeros, no negatives, negative log_symmetry_gain all support additive. This is a level/rating that should be averaged when aggregating entities, not summed - classic intensive_additive behavior. </reasoning> <table_type_conflict>false</table_type_conflict> </result> ```