How DOXALUME works

What affinities measure and how questions are chosen.

The questions

Practical dilemmas and reasoned decisions explore specific dimensions. The first twelve questions balance attention across your chosen areas. As you answer, the system prioritises underexplored dimensions and positions it can still distinguish. Choose the option closest to your judgment in each situation.

Observed affinity

Answers and positions are represented on a −1 to +1 scale. Compatibility per dimension is one minus the absolute distance divided by two. The report averages these values, weighting each dimension by the number of supporting answers and how much they differ.

Coverage and sufficiency

Coverage measures the share of area dimensions with answers and a documented position. Effective evidence falls when information is missing or answers diverge. We show a compatibility percentage from two dimensions and 40% effective evidence. The range shows how much the result could change when missing information is considered.

Scope of the report

The report compares positions within each area using explicit interpretations of the sources. Percentages are educational measures. Each area has its own dimensions and diverging answers may reflect contextual nuance.