A temporal classifier predicts civil case outcomes at AUC 0.74-0.81 and shows that case complexity (entropy of predictions) rises over time while settlement rates peak at intermediate uncertainty levels.
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Predicting civil litigation outcomes and the evolution of case complexity and settlement dynamics
A temporal classifier predicts civil case outcomes at AUC 0.74-0.81 and shows that case complexity (entropy of predictions) rises over time while settlement rates peak at intermediate uncertainty levels.