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Dual processing model of medical decision-making.
Benjamin Djulbegovic1, Iztok Hozo, Jason Beckstead
1Center for Evidence-based Medicine and Health Outcomes Research, Tampa, FL, USA. bdjulbeg@health.usf.edu
This study introduces a dual processing model for medical decision-making, explaining treatment variations by integrating intuitive (system I) and analytical (system II) thinking. It helps understand overtreatment and undertreatment in clinical practice.
Area of Science:
- Cognitive Psychology
- Medical Decision-Making
- Behavioral Economics
Background:
- Dual processing theory describes cognition via intuitive (system I) and analytical (system II) systems.
- No formal model of medical decision-making based on dual processing theory existed.
- This study addresses treatment decisions for patients with uncertain disease status.
Purpose of the Study:
- To develop and apply a formal descriptive model of medical decision-making using dual processing theory.
- To explain variations in clinical treatment practices.
- To integrate psychological models of cognition with medical decision-making thresholds.
Main Methods:
- Developed a mathematical model linking a psychological model of cognition with the threshold model of medical decision-making.
- Applied the model to analyze physician treatment decisions.
- Investigated the influence of system I and system II processing on treatment thresholds.
Main Results:
- Physician treatment decisions are moderated by system I and the ratio of benefits to harms.
- System I can lead to lower thresholds, potentially explaining overtreatment.
- System I can also lead to higher thresholds, explaining undertreatment when evidence is unreliable or biased.
Conclusions:
- The first dual processing model for medical decision-making has been developed.
- This model enriches the field beyond traditional expected utility theory.
- It offers a framework for reconciling competing dual processing theories.
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