The various embodiments of the present invention disclose a method and system for predicting a physiological condition of a patient during post-surgery recovery in Intensive Care Unit (ICU). The physiological condition is the Continuous Cardiac Output (CCO) of a patient ahead of time based on past physiological data. The method comprises of developing a clinical database containing a clinical data captured from a plurality of historical patients having similar patient profiles, the clinical data comprising physiological data, vital signs, demographic details, pretreatment symptoms, and treatments, of historical patients, identifying recovery patterns for the similar patient profiles which exhibits likewise response to a selected treatment regime, utilizing the recovery patterns for learning the behavioral response of a physiological parameter of a patient and creating a prediction model to enable automated classification of similar patient profiles from existing recovery patterns of known symptoms and known responses to at least one treatment regime.