This document discusses machine learning and artificial intelligence. It defines machine learning as using algorithms to learn from data without being explicitly programmed, while artificial intelligence is defined as machines exhibiting human-like intelligence. The document discusses typical uses of each and differences between them. It also covers machine learning misconceptions, when models learn and should be retrained, common pitfalls, and potential healthcare applications of machine learning techniques. Polls are included to gauge audience experience with and perspectives on machine learning.
Additional outcome goals to select from:
Reduce financial risk through improved ability to:
Identify and analyze variation from targets
Understand populations (conditions, risks, aims)
Use trends to predict future needs
Additional process aim statements to select from:
Increase number of sites/providers/initiatives who receive reports of their performance
Increase the number of high-service utilization patients and diagnostic groups identified (can serve as targets for improvement work)
Increase the number of major drivers of utilization (hospital, ED, rehab) identified
Additional outcome goals to select from:
Reduce financial risk through improved ability to:
Identify and analyze variation from targets
Understand populations (conditions, risks, aims)
Use trends to predict future needs
Additional process aim statements to select from:
Increase number of sites/providers/initiatives who receive reports of their performance
Increase the number of high-service utilization patients and diagnostic groups identified (can serve as targets for improvement work)
Increase the number of major drivers of utilization (hospital, ED, rehab) identified
Additional outcome goals to select from:
Reduce financial risk through improved ability to:
Identify and analyze variation from targets
Understand populations (conditions, risks, aims)
Use trends to predict future needs
Additional process aim statements to select from:
Increase number of sites/providers/initiatives who receive reports of their performance
Increase the number of high-service utilization patients and diagnostic groups identified (can serve as targets for improvement work)
Increase the number of major drivers of utilization (hospital, ED, rehab) identified
Additional outcome goals to select from:
Reduce financial risk through improved ability to:
Identify and analyze variation from targets
Understand populations (conditions, risks, aims)
Use trends to predict future needs
Additional process aim statements to select from:
Increase number of sites/providers/initiatives who receive reports of their performance
Increase the number of high-service utilization patients and diagnostic groups identified (can serve as targets for improvement work)
Increase the number of major drivers of utilization (hospital, ED, rehab) identified
Additional outcome goals to select from:
Reduce financial risk through improved ability to:
Identify and analyze variation from targets
Understand populations (conditions, risks, aims)
Use trends to predict future needs
Additional process aim statements to select from:
Increase number of sites/providers/initiatives who receive reports of their performance
Increase the number of high-service utilization patients and diagnostic groups identified (can serve as targets for improvement work)
Increase the number of major drivers of utilization (hospital, ED, rehab) identified
Additional outcome goals to select from:
Reduce financial risk through improved ability to:
Identify and analyze variation from targets
Understand populations (conditions, risks, aims)
Use trends to predict future needs
Additional process aim statements to select from:
Increase number of sites/providers/initiatives who receive reports of their performance
Increase the number of high-service utilization patients and diagnostic groups identified (can serve as targets for improvement work)
Increase the number of major drivers of utilization (hospital, ED, rehab) identified
Additional outcome goals to select from:
Reduce financial risk through improved ability to:
Identify and analyze variation from targets
Understand populations (conditions, risks, aims)
Use trends to predict future needs
Additional process aim statements to select from:
Increase number of sites/providers/initiatives who receive reports of their performance
Increase the number of high-service utilization patients and diagnostic groups identified (can serve as targets for improvement work)
Increase the number of major drivers of utilization (hospital, ED, rehab) identified
Additional outcome goals to select from:
Reduce financial risk through improved ability to:
Identify and analyze variation from targets
Understand populations (conditions, risks, aims)
Use trends to predict future needs
Additional process aim statements to select from:
Increase number of sites/providers/initiatives who receive reports of their performance
Increase the number of high-service utilization patients and diagnostic groups identified (can serve as targets for improvement work)
Increase the number of major drivers of utilization (hospital, ED, rehab) identified
Additional outcome goals to select from:
Reduce financial risk through improved ability to:
Identify and analyze variation from targets
Understand populations (conditions, risks, aims)
Use trends to predict future needs
Additional process aim statements to select from:
Increase number of sites/providers/initiatives who receive reports of their performance
Increase the number of high-service utilization patients and diagnostic groups identified (can serve as targets for improvement work)
Increase the number of major drivers of utilization (hospital, ED, rehab) identified
Additional outcome goals to select from:
Reduce financial risk through improved ability to:
Identify and analyze variation from targets
Understand populations (conditions, risks, aims)
Use trends to predict future needs
Additional process aim statements to select from:
Increase number of sites/providers/initiatives who receive reports of their performance
Increase the number of high-service utilization patients and diagnostic groups identified (can serve as targets for improvement work)
Increase the number of major drivers of utilization (hospital, ED, rehab) identified
Additional outcome goals to select from:
Reduce financial risk through improved ability to:
Identify and analyze variation from targets
Understand populations (conditions, risks, aims)
Use trends to predict future needs
Additional process aim statements to select from:
Increase number of sites/providers/initiatives who receive reports of their performance
Increase the number of high-service utilization patients and diagnostic groups identified (can serve as targets for improvement work)
Increase the number of major drivers of utilization (hospital, ED, rehab) identified
Additional outcome goals to select from:
Reduce financial risk through improved ability to:
Identify and analyze variation from targets
Understand populations (conditions, risks, aims)
Use trends to predict future needs
Additional process aim statements to select from:
Increase number of sites/providers/initiatives who receive reports of their performance
Increase the number of high-service utilization patients and diagnostic groups identified (can serve as targets for improvement work)
Increase the number of major drivers of utilization (hospital, ED, rehab) identified
Additional outcome goals to select from:
Reduce financial risk through improved ability to:
Identify and analyze variation from targets
Understand populations (conditions, risks, aims)
Use trends to predict future needs
Additional process aim statements to select from:
Increase number of sites/providers/initiatives who receive reports of their performance
Increase the number of high-service utilization patients and diagnostic groups identified (can serve as targets for improvement work)
Increase the number of major drivers of utilization (hospital, ED, rehab) identified
Additional outcome goals to select from:
Reduce financial risk through improved ability to:
Identify and analyze variation from targets
Understand populations (conditions, risks, aims)
Use trends to predict future needs
Additional process aim statements to select from:
Increase number of sites/providers/initiatives who receive reports of their performance
Increase the number of high-service utilization patients and diagnostic groups identified (can serve as targets for improvement work)
Increase the number of major drivers of utilization (hospital, ED, rehab) identified
Additional outcome goals to select from:
Reduce financial risk through improved ability to:
Identify and analyze variation from targets
Understand populations (conditions, risks, aims)
Use trends to predict future needs
Additional process aim statements to select from:
Increase number of sites/providers/initiatives who receive reports of their performance
Increase the number of high-service utilization patients and diagnostic groups identified (can serve as targets for improvement work)
Increase the number of major drivers of utilization (hospital, ED, rehab) identified
Additional outcome goals to select from:
Reduce financial risk through improved ability to:
Identify and analyze variation from targets
Understand populations (conditions, risks, aims)
Use trends to predict future needs
Additional process aim statements to select from:
Increase number of sites/providers/initiatives who receive reports of their performance
Increase the number of high-service utilization patients and diagnostic groups identified (can serve as targets for improvement work)
Increase the number of major drivers of utilization (hospital, ED, rehab) identified
Additional outcome goals to select from:
Reduce financial risk through improved ability to:
Identify and analyze variation from targets
Understand populations (conditions, risks, aims)
Use trends to predict future needs
Additional process aim statements to select from:
Increase number of sites/providers/initiatives who receive reports of their performance
Increase the number of high-service utilization patients and diagnostic groups identified (can serve as targets for improvement work)
Increase the number of major drivers of utilization (hospital, ED, rehab) identified
Additional outcome goals to select from:
Reduce financial risk through improved ability to:
Identify and analyze variation from targets
Understand populations (conditions, risks, aims)
Use trends to predict future needs
Additional process aim statements to select from:
Increase number of sites/providers/initiatives who receive reports of their performance
Increase the number of high-service utilization patients and diagnostic groups identified (can serve as targets for improvement work)
Increase the number of major drivers of utilization (hospital, ED, rehab) identified
Additional outcome goals to select from:
Reduce financial risk through improved ability to:
Identify and analyze variation from targets
Understand populations (conditions, risks, aims)
Use trends to predict future needs
Additional process aim statements to select from:
Increase number of sites/providers/initiatives who receive reports of their performance
Increase the number of high-service utilization patients and diagnostic groups identified (can serve as targets for improvement work)
Increase the number of major drivers of utilization (hospital, ED, rehab) identified
Additional outcome goals to select from:
Reduce financial risk through improved ability to:
Identify and analyze variation from targets
Understand populations (conditions, risks, aims)
Use trends to predict future needs
Additional process aim statements to select from:
Increase number of sites/providers/initiatives who receive reports of their performance
Increase the number of high-service utilization patients and diagnostic groups identified (can serve as targets for improvement work)
Increase the number of major drivers of utilization (hospital, ED, rehab) identified
Additional outcome goals to select from:
Reduce financial risk through improved ability to:
Identify and analyze variation from targets
Understand populations (conditions, risks, aims)
Use trends to predict future needs
Additional process aim statements to select from:
Increase number of sites/providers/initiatives who receive reports of their performance
Increase the number of high-service utilization patients and diagnostic groups identified (can serve as targets for improvement work)
Increase the number of major drivers of utilization (hospital, ED, rehab) identified
Additional outcome goals to select from:
Reduce financial risk through improved ability to:
Identify and analyze variation from targets
Understand populations (conditions, risks, aims)
Use trends to predict future needs
Additional process aim statements to select from:
Increase number of sites/providers/initiatives who receive reports of their performance
Increase the number of high-service utilization patients and diagnostic groups identified (can serve as targets for improvement work)
Increase the number of major drivers of utilization (hospital, ED, rehab) identified
Additional outcome goals to select from:
Reduce financial risk through improved ability to:
Identify and analyze variation from targets
Understand populations (conditions, risks, aims)
Use trends to predict future needs
Additional process aim statements to select from:
Increase number of sites/providers/initiatives who receive reports of their performance
Increase the number of high-service utilization patients and diagnostic groups identified (can serve as targets for improvement work)
Increase the number of major drivers of utilization (hospital, ED, rehab) identified
Additional outcome goals to select from:
Reduce financial risk through improved ability to:
Identify and analyze variation from targets
Understand populations (conditions, risks, aims)
Use trends to predict future needs
Additional process aim statements to select from:
Increase number of sites/providers/initiatives who receive reports of their performance
Increase the number of high-service utilization patients and diagnostic groups identified (can serve as targets for improvement work)
Increase the number of major drivers of utilization (hospital, ED, rehab) identified