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Implementing a predictive modeling program, part II: Use of motivational interviewing in a predictive modeling

Jean Calhoun1, Kaye S Admire

  • 1Presbyterian Health Plan, PO Box 27489, Albuquerque, NM 87125, USA. jcalhoun@phs.org

Lippincott'S Case Management : Managing the Process of Patient Care
|October 6, 2005
PubMed
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This article discusses implementing predictive modeling programs, focusing on the readiness to change model and motivational interviewing techniques. It contrasts these with traditional methods for case managers adapting patient care approaches.

Area of Science:

  • Healthcare Management
  • Behavioral Science
  • Data Science in Healthcare

Background:

  • Implementing predictive modeling in healthcare presents unique challenges for case managers.
  • Previous work (Part I) addressed general implementation strategies and lessons learned.
  • This article focuses on specific change management and patient interaction techniques.

Purpose of the Study:

  • To explore the readiness to change model in the context of predictive modeling implementation.
  • To examine the principles and techniques of motivational interviewing.
  • To differentiate motivational interviewing from traditional patient assessment methods.

Main Methods:

  • Discussion of the readiness to change model.
  • Exploration of the spirit and techniques of motivational interviewing.

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  • Comparative analysis of motivational interviewing versus traditional methods.
  • Main Results:

    • The readiness to change model provides a framework for assessing and managing change.
    • Motivational interviewing emphasizes collaboration, evocation, and autonomy.
    • Motivational interviewing differs from traditional methods by focusing on patient-driven change rather than expert direction.

    Conclusions:

    • Understanding the readiness to change model is crucial for successful predictive modeling implementation.
    • Motivational interviewing offers an effective approach for engaging patients in care changes.
    • Adopting motivational interviewing can enhance case managers' ability to support patients through transitions in care.