Systems and methods for monitoring and assessing crop healthand performance can provide rapid screening of individual plants. Thesystems and methods have an automated component, and relyprimarily on the detection and interpretation of plant-based signals toprovide information about crop health. In some cases knowledge fromhuman experts is captured and integrated into the automated cropmonitoring systems and methods. Predictive models can also bedeveloped and used to predict future health of plants in a crop.