```xml <result> <column_name>Parameters</column_name> <family>additive</family> <subtype>real_additive</subtype> <confidence>0.72</confidence> <requires_user_confirmation>true</requires_user_confirmation> <sum_meaningful>true</sum_meaningful> <signed>false</signed> <reducers> <primary_reducer>sum</primary_reducer> <valid_reducers>sum, min, max, mean, median, count, distribution</valid_reducers> <excluded_reducers>product (not a ratio), geomean (not a ratio)</excluded_reducers> <average_semantics>arithmetic_mean</average_semantics> </reducers> <inner_outer_measure> <inner_measure_reducer>sum</inner_measure_reducer> <outer_measure_reducer>sum</outer_measure_reducer> </inner_outer_measure> <multiplicative_partner_derivable>false</multiplicative_partner_derivable> <reasoning> Table is DIMENSION with no sequence axis, making multiplicative highly implausible per gate prior. Column name "Parameters" suggests a count or quantity measure. Sample values (10, 100, 1000, 10000, 100000) show large magnitude, unbounded upper range (max ~174 trillion), strictly positive with no zeros, consistent with real_additive extensive quantity. No naming tokens suggest ratio/rate/factor; no center near 1.0. Confidence reduced to 0.72 due to generic column name and lack of mean/median statistics for verification; requires user confirmation given ambiguity about what "Parameters" actually measures. </reasoning> <table_type_conflict>false</table_type_conflict> </result> ```