[0054] Methods are provided for estimating key reliably and accurately predicting cardiac output using a limited set of non-invasively monitored physiologic inputs, and a calibrated one- dimensional arterial tree model, a database of synthetic data generated from such a model, and an artificial intelligence module. Systems for estimating CO based on non-invasively measured physiologic inputs also are provided that may be implemented without the need for extensive real-time computing resources.