Biohbehavioral sensing for automated non-technical skills assessments

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Biobehavioral sensing for automated non-technical skills assessments

Measurement of Nontechnical Skills During Robotic-Assisted Surgery Using Sensor-Based Communication and Proximity Metrics

Nontechnical skills (NTS) include cognitive and interpersonal (eg, teamwork) skills1; they are linked to patient outcomes in surgery.2,3 Currently, NTS assessment in surgery relies on behavior ratings that are subjective, potentially biasing assessments, and requires trained raters, a limited resource. This study demonstrates a sensing-based system for objectively measuring intraoperative NTS. We hypothesized that objective, sensor-derived communication and proximity metrics are associated with NTS scores assessed with existing tools and can accurately predict exemplar NTS scores that promote patient safety and teamwork.


Objective Nontechnical Skills Measurement Using Sensor-based Behavior Metrics in Surgical Teams

NTS are cognitive and social skills that impact operative performance and patient outcomes. Current methods for NTS assessment in surgery rely on observation-based tools to rate intraoperative behavior. These tools are resource intensive (e.g., time for observation or manual labeling) to perform; therefore, more efficient approaches are needed.

Teaching

News

Team


Principal Investigator

Denny Yu
Associate Professor, Edwardson School of Industrial Engineering

Research Interests

Quantifying intraoperative workload

Developing patient factors based workload models

Medical device design and usability testing

Integrating wearable sensor devices to develop intelligent health systems


Graduate Students

Nicholas Anton
PhD Student, Edwardson School of Industrial Engineering

Contact

anton5@purdue.edu

Haozhi Chen
PhD Student, Edwardson School of Industrial Engineering

Contact

chen1809@purdue.edu

Peiran Liu
PhD Student, Edwardson School of Industrial Engineering

Contact

liu3820@purdue.edu

LinkedIn Profile



Poushali Ray
PhD Student, Edwardson School of Industrial Engineering

Contact

Gaoyuan Tu
MS Thesis Student, Edwardson School of Industrial Engineering

tu87@purdue.edu

Ryan Villarreal
PhD Student, Edwardson School of Industrial Engineering

Contact

villar10@purdue.edu



Jingkun Wang
PhD Student, Edwardson School of Industrial Engineering

Contact

jingkun@purdue.edu

Bowen Zhang
PhD Student, Edwardson School of Industrial Engineering

Contact

​zhan4492@purdue.edu

William Zouzas
Graduate Research Assistant - Bridge

Contact

wzouzas@purdue.edu





Recent Alumni

Chiho Lim
PhD Student, Edwardson School of Industrial Engineering

Contact

lim302@purdue.edu

LinkedIn Profile



Guoyang Zhou
PhD Student, Edwardson School of Industrial Engineering

Contact

guoyang@purdue.edu

We're looking for undergraduate and graduate students interested in advancing research at the interface of human factors and healthcare. Please email me or drop by my office.


Denny Yu, PhD
315 N. Grant Street
Grissom Hall Room 268
West Lafayette, IN 47907
Tel.: 765-49-47346
Fax: 765-49-47693
Email: dennyyu@purdue.edu