US Patent 11488714 Machine learning for collaborative medical data metrics

A medical knowledge database including medical knowledge information, medical diagnoses, and medical treatments, is used for machine learning for collaborative medical data metrics. Medical data is collected from a plurality of clinicians serving a first plurality of patients and assembling a medical knowledge database that includes medical knowledge information, medical diagnoses, and medical treatments. The medical knowledge database is a function of demographics and comprises a medical probabilistic rules graph. The medical knowledge database is augmented based on further medical data collected from a second plurality of clinicians. The further medical data is based on individual patient treatment outcomes collected by the second plurality of clinicians. Medical data from a further patient is applied to the medical probabilistic rules graph. A medical diagnosis is provided, based on the medical data applied from a further patient to the rules graph. The medical diagnosis is used to institute a treatment plan.