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Metacognitive Processes in Radiologic Decision-Making: The Hard-Easy Effect and Temporal Thinking Dynamics.
Eyal Bercovich1,2,3, Rakefet Ackerman4
1Department of Medical Imaging, Rambam Health Care Campus, HaAliya HaShniya St 8, Haifa, Israel 3109601.
Radiologists showed better diagnostic accuracy and confidence than non-radiologists, but both groups exhibited overconfidence, especially on difficult cases. Fast decisions improved accuracy, while prolonged deliberation led to errors.
Area of Science:
- Cognitive psychology
- Medical decision-making
- Radiology
Background:
- Effective metacognitive processes, including confidence monitoring and regulatory decisions, are crucial for accurate and efficient radiologic diagnosis.
- Identifying metacognitive pitfalls is essential for enhancing diagnostic accuracy and optimizing workflow in radiology.
Purpose of the Study:
- To investigate the hard-easy effect and temporal dynamics in radiologic decision-making.
- To compare metacognitive processes between radiologists and non-radiology medical professionals.
Main Methods:
- Radiologists and non-radiologists reviewed bone radiographs to detect lesions, rating confidence and recommending actions.
- Decisions were compared against CT/MRI-validated reference standards.
- Metacognitive analysis included success rates, confidence levels, overconfidence, response times, resolution, and control sensitivity.
Main Results:
- Radiologists demonstrated higher success (73.59%) and confidence (85.12%) than non-radiologists (64.71% and 81.24%, respectively).
- Overconfidence was prevalent (14.73%) but lower in radiologists (11.52%) than non-radiologists (16.52%).
- A hard-easy effect was observed, with overconfidence increasing in difficult cases; faster decisions were more accurate.
Conclusions:
- Radiologic expertise improves diagnostic success and confidence monitoring, yet both experts and non-experts remain susceptible to overconfidence.
- The hard-easy effect and detrimental temporal dynamics (prolonged deliberation) impact decision-making accuracy in radiology.
- Addressing metacognitive biases is key to improving radiologic diagnostic performance.
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