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Updated: Mar 19, 2026

A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
To screen or not to screen: What factors influence complex screening decisions?
Dafina Petrova1, Rocio Garcia-Retamero1, Andrés Catena1
1Mind, Brain, and Behavior Research Center, University of Granada.
Understanding screening benefits and harms is key for informed decisions. Cognitive skills and emotions influence comprehension, impacting screening intentions beyond evidence.
Area of Science:
- Decision Sciences
- Health Communication
- Behavioral Economics
Background:
- Screenings offer benefits (lives saved) and harms (unnecessary treatments).
- Informed decision-making relies on understanding statistical information about screenings.
- Limited theoretical models address how information comprehension influences screening choices.
Purpose of the Study:
- To investigate how cognitive skills, emotions, and beliefs affect comprehension of screening benefits and harms.
- To examine the impact of this comprehension on screening intentions.
- To identify factors promoting or hindering informed screening decisions.
Main Methods:
- An experiment involving 347 young adults.
- Participants received information on a disease and numerical data on screening benefits and harms.
- Assessment of cognitive skills (numeracy, science literacy), emotions, beliefs, comprehension, and screening intentions.
Main Results:
- Comprehension of benefits and perceptions of benefits are central to screening decisions.
- Lay perceptions of harms require further investigation.
- Numeracy, science literacy, and emotions facilitate evidence comprehension.
- Emotions and beliefs from campaigns can override evidence in influencing intentions.
Conclusions:
- Theoretical models for screening decisions must incorporate comprehension of benefits and harms.
- Cognitive skills, emotions, and beliefs significantly influence comprehension and decision-making.
- Further research is needed on lay understanding of screening harms.
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