The invention discloses a digital intelligent tumor prevention and
treatment management platform and management method, and relates to the technical field of intelligent
medical treatment, and the method comprises the steps: collecting the multi-
modal data of a patient in real time, carrying out the standardized cleaning and space-
time alignment processing, and generating a space-time tagging
data set; inputting the multi-
modal joint feature representation into an anti-fact
inference engine, simulating potential effects under intervention of different treatment schemes, calculating individual
processing effects, and generating an anti-fact
rehabilitation suggestion set; according to the anti-fact
rehabilitation suggestion set, a dynamic causal enhancement
decision model is constructed, real-time physiological data feedback of the patient is continuously received through a near-end strategy optimization
algorithm, and a treatment scheme is dynamically adjusted. According to the method, through multi-
modal data space-
time alignment and
feature fusion, in combination with a tumor biological mechanism and a
machine learning
algorithm, the accuracy and clinical credibility of individualized tumor treatment scheme recommendation are remarkably improved.