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We present a novel application of LSTM recurrent neural networks to multilabel classification of diagnoses given variable-length time series of clinical measurements. Our method outperforms a strong baseline on a variety of metrics.arXiv:1510.07641v2 fatcat:x75xdqvuunfpdiekul3ibujioi