Related Experiment Video
Updated: Oct 5, 2025

Functional Near-Infrared Spectroscopy Hyperscanning Study in Psychological Counseling
Published on: January 17, 2025
Assessing Interpersonal Relationships in Medical Education: the Connection Index
David Puder1, Chloe Dominguez2, Adam Borecky2
1Loma Linda University School of Medicine, Loma Linda, CA, USA. Dr@DavidPuder.com.
Objective:
The relationship between a resident physician and his/her supervising attending is foundational to graduate medical education and may impact the clinical learning environment and resident well-being. This paper focuses on how to measure connection between a resident and their clinical supervisor. Connection includes the subdomains of psychological safety, empathy, educational alliance, and feedback.
Methods:
After reviewing the literature, the authors designed the 12-item, 7-point Connection Index (CI12) to quantitatively measure connections between a resident and his/her supervisor during a 6-month period (supervision dyad), and based on educational alliance, empathy, psychological safety, and effective feedback. A 9-criteria evaluation framework was applied to assess its reliability and validity on a sample of psychiatry residents at a residency program, July 2016 through June 2018.
Results:
Out of a total possible number of 50 residents, 100% participated to rate 41 supervisors over 201 supervision dyads; the CI12 satisfied all eight of the eight testable criteria, including high scalability (H = 0.78), consistency (alpha = 0.98), test-retest validity (ICC = 0.95), and construct validity where CI12 was found to have statistically significant correlations with outcomes measures (greater connection was associated with less negative emotional experiences, less mistreatment or bias, less burnout, and higher attendance to supervision sessions).
Conclusion:
The authors showed the CI12 can be a valid and reliable instrument to quantify whether a resident and his/her supervisor connects during a 6-month supervision with respect to empathy, psychological safety, educational alliance, and feedback. We recommend assessing connections as part of the overall evaluation of a resident's experience with the clinical learning environment.
Related Concept Videos
Interpersonal Psychotherapy
Relationship Growth
Importance of Need for Affiliation
Understanding Interpersonal Attraction
Techniques of therapeutic communication I: Active Listening, Sharing Observations, Validation, and Using Touch
Therapeutic communication is not the same as social interaction. Social interaction has no goal or purpose and consists of casual information sharing, whereas therapeutic communication has a plan or purpose for the conversation. Therapeutic...
Factors Influencing Attraction V: Social Skills

