CoTrace traces AI goal-shaping contributions in 638 logs showing 11-26% direct involvement with higher indirect and lower-level effects, while user exposure to the analyses shifts perceived contributions by nearly 2 points on a 5-point scale.
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"I didn't Make the Micro Decisions": Measuring, Inducing, and Exposing Goal-Level AI Contributions in Collaboration
CoTrace traces AI goal-shaping contributions in 638 logs showing 11-26% direct involvement with higher indirect and lower-level effects, while user exposure to the analyses shifts perceived contributions by nearly 2 points on a 5-point scale.