Solutions Overview

Predicting High-Risk Patients within the preoperative setting to Improve Postoperative Complications, Mortality, and Readmissions rates

Solutions Overview

With approximately 20 million surgeries conducted annually, the financial toll of surgical complications in the US amounts to an astounding $32 billion each year. This staggering cost has spurred a nationwide push to bolster preoperative and perioperative support specifically for high-risk and high-cost patients. One effective strategy involves the implementation of specialized preoperative intervention clinics, which have proven successful in enhancing postoperative outcomes. However, the identification of these high-risk patients within the preoperative setting poses significant challenges due to limited access to timely patient care data and the absence of robust predictive models.

 

High-risk patients exhibit elevated surgical postoperative complications, mortality, and readmission rates, which further escalate among individuals from minority backgrounds and lower socioeconomic statuses (SES). Frailty, closely linked to high-risk and Low SES categories, emerges as a robust predictor of Perioperative and Postoperative complications, higher mortality rates, maximum hospital stays, and higher 30/60/90-day hospital readmission. These challenges have been impacting significantly on the health organizations financial performance and hospital ratings.

  • Health Data elements group collections for modeling
  • Source of Data and Models
  • AI for High-risk patient prediction
  • BI for Bedside or Homecare pre-operation care
  • BI for Operation complication care
  • BI for Post-operation care
  • AI learn from the case prediction and outcome for better future predictions

Dss – Cloudera Bigdata Solutions:

Dss Solutions has formed a partnership with Cloudera to implement Dss Healthcare Analytical Solution (AppliedAI, predictive, and preventive analytics) within the Cloudera Bigdata platform. This collaboration enables us to provide optimal total solutions to our healthcare clients. Our solutions have proven instrumental in predicting high-risk patients before surgery, thereby helping surgical teams prepare for complex operations. We also assist in streamlining pre- and post-operative processes to reduce mortality rates, minimize hospital stays, and decrease 30/60/90-day readmission Rate.

Key Highlights

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Healthcare Solutions

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