Weakly supervised instance learning for thyroid malignancy prediction from whole slide cytopathology images

•Machine-learning-based thyroid-malignancy prediction from cytopathology whole slides.•Beyond multiple instance learning: incorporating multiple global and local labels.•Weakly supervised method derived from a lower bound of a maximum likelihood estimator.•Ordinal regression framework for multi-label predictions augments human decisions.