Table 14 Results comparing the RL agent with the Volunteer participant responses: Volunteer A (Aggregate of all stakeholder responses), and Volunteer B (Most Scenarios Completed), showing: Mean Tree Score (M.T.S), Mean ‘isTreeCorrectlyAnswered’ (M.C.A), Mean ‘isTreeWronglyAnswered’ (M.W.A), and Mean ‘isGatherAdditionalDataRequested’ (M.A.D).

From: Structured AI decision-making in disaster management

Agent

M.T.S

M.C.A

M.W.A

M.A.D

Volunteer A (collective)

− 1.1825

0.6131

0.3475

0.1166

Volunteer B (most scenarios)

− 1.1818

0.6353

0.3647

0.0353

RL agent

1.4000

0.8800

0.1200

0.0000