Related Experiment Video
Updated: Aug 15, 2026

A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
Assessing multiple risk behaviors in primary care. Screening issues and related concepts
Thomas F Babor1, Christopher N Sciamanna, Nicolaas P Pronk
1Department of Community Medicine and Health Care, University of Connecticut School of Medicine, Farmington, Connecticut, USA. babor@nso.uchc.edu
Abstract:
The concept of behavioral risk refers to health behaviors that increase the likelihood of a variety of illness conditions. With increased scientific research, it has become clear that this concept is useful in understanding the linkage between behavior and health. This paper reviews scientific, conceptual, and practical issues related to the identification of health risk behaviors in primary care. It includes both a literature review and an analysis of the feasibility of screening and health risk appraisal from a public health perspective, giving special attention to four behavioral risk factors: cigarette smoking, alcohol misuse, physical inactivity, and unhealthy diet. The review indicates that there are a wide variety of acceptable screening tests that can be used for population screening programs, and a large number of health risk appraisal instruments to employ in medical and work settings where preventive health services are available. Given the variety of available assessment procedures, the choice of a given instrument will depend on the target population, the purpose of the program, the time available for assessment, and a number of other practical considerations, such as cost. Multiple risk factor screening is feasible, but there is no single instrument or procedure that is optimal for all risk factors or populations. Based on the results of this review, the specific test or combination of tests is less important than the use of screening to make both patients and healthcare providers more aware of the critical importance of monitoring behavioral risk factors on a routine basis. We conclude that while further research and development work needs to be done, sufficient progress has been made to warrant a more ambitious effort that would bring behavioral risk factor screening into the mainstream of preventive medicine and public health.
Related Concept Videos
Preventive Healthcare Services
Levels of Health Promotion and Illness Prevention
In primary prevention, actions taken before disease onset prevent the disease from...
Healthcare Associated Infections II: Preventive Measures
The best practices for preventing healthcare-associated infections include hand hygiene, patient risk...
Nursing Assessment
The nurse collects all aspects of the patient's health in the initial assessment, establishing priorities for ongoing focused assessments and...
Types of Biopharmaceutical Studies: Controlled and Non-Controlled Approaches
Non-controlled studies, commonly employed for initial exploration, lack a control group, rendering them susceptible to biases and external influences. In contrast, controlled...
Strategies for Assessing and Addressing Confounding
Confounding can be addressed at both the design phase of a study and through analytical methods after data...

