```xml <result> <column_name>build_ms</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 durations across entities 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> Gate prior: DIMENSION table with no sequence axis makes multiplicative highly implausible. Column name "build_ms" indicates a duration measurement (milliseconds), which is an intensive physical quantity - a level that characterizes each entity. Values are strictly positive, unbounded, centered far from both 0.0 and 1.0 (mean=142, median=44), confirming this is an absolute measurement not a ratio. Summing build times across different entities is meaningless; averaging is the natural aggregation. Classified as intensive_additive with mean as primary reducer. </reasoning> <table_type_conflict>false</table_type_conflict> </result> ```