| 摘要 |
Techniques for generating prediction of risks of medical outcomes and benefit scores for medical interventions, with imputation of missing patient data values, are disclosed. Apparatus or computer program products may be configured to receive a patient record for the patient from a database of a data storage unit, wherein one or more demographic data values or biometric data values in the patient record are missing or have null values; create and store a plurality of clone patient records in the database; impute a plurality of different substitute demographic data values or biometric data values and substitute a different one of the plurality of substitute values into each one of the clone patient records; determine, create and store a first metric, based at least in part on the clone patient records, wherein the first metric comprises a current health related metric for the patient; determine, create and store one or more medical intervention metrics, each based at least in part on an associated medical intervention and the clone patient records, representing a predicted health related metric for the patient when the associated medical intervention is performed; transform the database by updating the patient record to include the first metric and the one or more medical intervention metrics. |
