SYSTEMS AND METHODS FOR GENERATING DATA QUALITY INDICES FOR PATIENTS

Systems and methods are provided for generating a data quality index. In one example, a method can include detecting an input data stream for a patient from a medical device and receiving a request to generate a patient score and the data quality index for the patient with artificial intelligence in...

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Bibliographische Detailangaben
Hauptverfasser: Saarinen, Hanna Katriina, Petäjä, Timo Markus Taneli, Häme, Yrjö Tapio
Format: Patent
Sprache:eng
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Beschreibung
Zusammenfassung:Systems and methods are provided for generating a data quality index. In one example, a method can include detecting an input data stream for a patient from a medical device and receiving a request to generate a patient score and the data quality index for the patient with artificial intelligence instructions and the input data stream. The method can also include determining that a feature for the input data stream is unavailable for the patient, selecting imputed values from a distribution for the unavailable feature, and calculating initial scores using the imputed values from a distribution as input for the at least one feature that is unavailable. The method can include calculating the data quality index based on the initial scores and providing the data quality index to a device, wherein the data quality index indicates a reliability of the patient score.