```xml <result> <column_name>Freedom to make life choices</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 an intensive level/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> Table-type gate: DIMENSION with no sequence axis makes multiplicative highly implausible. The column is a bounded score/index in [0.0, 0.631] with mean 0.393 and median 0.417 - centered away from both 0.0 and 1.0, characteristic of an intensive level. The name indicates a survey/index score measuring a quality, not an extensive quantity that accumulates. Contains zeros (1%) which weakly opposes multiplicative. Negative log_symmetry_gain confirms raw distribution is more appropriate than log-transformed. This is clearly an intensive additive measure where averaging is the natural rollup and summing is meaningless. </reasoning> <table_type_conflict>false</table_type_conflict> </result> ```