Accessing the venous bloodstream to deliver fluids or obtain a blood sample is the most common clinical routine practiced in the U.S. Practitioners continue to rely on manual venipuncture techniques, but success rates are heavily dependent on clinician skill and patient physiology. In the U.S., failure rates can be as high as 50% in difficult patients, making venipuncture the leading cause of medical injury. To improve the rate of first-stick success, we have developed a portable autonomous venipuncture device that robotically servos a needle into a suitable vein under image guidance. The device operates in real time, combining near-infrared and ultra-sound imaging, image analysis, and a 7-degree-of-freedom (DOF) robotic system to perform the venipuncture. The robot consists of a 3-DOF gantry to image the patient's peripheral forearm veins and a miniaturized 4-DOF serial arm to guide the cannula into the selected vein under closed-loop control. In this paper, we present the system architecture of the robot and evaluate the accuracy and precision through tracking, free-space positioning, and phantom cannulation experiments. The results demonstrate sub-millimeter accuracy throughout the operating workspace of the manipulator and a high rate of success when cannulating phantom veins in a skin-mimicking tissue model.
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http://dx.doi.org/10.1109/TRO.2015.2452776 | DOI Listing |
BMC Med Educ
August 2024
Penn State, Department of Industrial Engineering, State College, 307 Engineering Design and Innovation Building, University Park, PA, 16801, USA.
Background: While women make up over 50% of students enrolled in medical school, disparities in self-efficacy of medical skills between men and women have been observed throughout medical education. This difference is significant because low self-efficacy can impact learning, achievement, and performance, and thus create gender-confidence gaps. Simulation-based training (SBT) employs assessments of self-efficacy, however, the Dunning-Kruger effect in self-assessment posits that trainees often struggle to recognize their skill level.
View Article and Find Full Text PDFAm J Clin Pathol
August 2024
Clinical Biochemistry Laboratory, Tepecik Training and Research Hospital, Health Sciences University, Izmir, Turkey.
Objectives: Laboratory testing, crucial for medical diagnosis, has 3 phases: preanalytical, analytical, and postanalytical. This study set out to demonstrate whether automating tube labeling through artificial intelligence (AI) support enhances efficiency, reduces errors, and improves outpatient phlebotomy services.
Methods: The NESLI tube-labeling robot (Labenko Informatics), which uses AI models for tube selection and handling, was used for the experiments.
Comput Methods Biomech Biomed Engin
April 2024
Lab of Locomotion Bioinspiration and Intelligent Robots, College of Mechanical and Electrical Engineering, Nanjing University of Aeronautics and Astronautics, Nanjing, China.
Venous blood collection testing is one of the most commonly used medical diagnostic methods. Compared with conventional venous blood collection, robotic collection can reduce needle-stick injuries, medical staff workload, and infection risk; allow doctor-patient isolation; and improve collection reliability. Existing venous blood collection robots use rigid puncture needles, which can easily puncture the lower wall of blood vessels, causing vessel damage and collection failure.
View Article and Find Full Text PDFCureus
January 2024
Department of Surgery, Universidad de Carabobo, Valencia, VEN.
Autonomous robotic surgery represents a pioneering field dedicated to the integration of robotic systems with varying degrees of autonomy for the execution of surgical procedures. This paradigm shift is made possible by the progressive integration of artificial intelligence (AI) and machine learning (ML) into the realm of surgical interventions. While the majority of autonomous robotic systems remain in the experimental phase, a notable subset has successfully transitioned into clinical applications.
View Article and Find Full Text PDFJ Vasc Access
November 2024
Department of Laboratory Medicine, Seoul National University Hospital and College of Medicine, Seoul, Republic of Korea.
Background: The antecubital fossa is an important site for venepuncture and intravenous procedures. The size and location of a vein can affect the success of venepuncture and intravenous access. Several studies have investigated the superficial vein morphometry, but they had small sample sizes or focused on specific populations or groups.
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