Automated visual evaluation of enrollment cervigrams identified cumulative precancer/cancer cases with greater accuracy (area under the curve [AUC]1⁄40.91, 95% confidence interval [CI]1⁄40.89 to 0.93) than original cervigraminterpretation (AUC1⁄40.69, 95% CI1⁄40.63 to 0.74; P