Author: Hanzhe Li, Jin Li, Ye Luo and Xiaowei Zhang

| Disagreements between doctors and AI can arise from two sources: attention differences (complementarities) and comprehension differences (substitutes). AI’s interpretability influences how doctors attribute these sources and their willingness to change their minds. Surprisingly, uninterpretable AI can be more persuasive by allowing doctors to partially attribute disagreements to attention differences.