Table 13 Results comparing the RL agent with the Stakeholder participant responses: Stakeholder A (Aggregate of all stakeholder responses), and Stakeholder 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

Stakeholder A (collective)

− 1.0082

0.6522

0.3263

0.1164

Stakeholder B (most scenarios)

− 1.3443

0.5889

0.4111

0.1333

RL agent

1.4000

0.8800

0.1200

0.0000