Related Experiment Video
Updated: Feb 13, 2026

Qualitative and Quantitative Validation of Tools with Rating Scales Aimed at Assessing the Quality of University Service-Learning
Published on: August 29, 2025
Seismocardiography Pig Hypovolemia Dataset for Signal Quality Indexing and Validated Cardiac Timings
Michael J Cho1, Cem O Yaldiz2, Afra Nawar2
1Georgia Institute of Technology - Inan Research Lab - Faculty of Electrical and Computer Engineering, 85 Fifth Street NW Atlanta, Atlanta, Georgia, 30308, USA. mcho314@gatech.edu.
None:
Seismocardiography (SCG), a non-invasive method for capturing cardio-mechanical signals, is often susceptible to noise and motion artifacts. Current approaches primarily use automated algorithms and machine learning techniques for signal quality indexing and fiducial point detection. However, validation is hindered by the scarcity of standardized, high-quality annotated datasets. To facilitate the manual annotation process of SCG signals, we developed an open-source graphical user interface, providing a simple, efficient, and accurate tool. Using data from a porcine hypovolemia protocol, we annotated SCG waveforms for signal quality scores and annotated cardiac timing intervals (e.g., aortic opening and aortic closing) with 17,059 SCG heart beats in total across six porcine subjects. Validating the rigor and consistency of annotations, performed analyses for inter-annotator agreements resulted high agreements achieving strong correlations against gold-standard catheter-based measurements for aortic opening (AO) (r = 0.926) and aortic closing (AC) (r = 0.911). This expertly annotated dataset supports advancements in real-time cardiac monitoring, denoising, and diagnostic applications, and enhances reproducibility and comparability in SCG research across the biomedical signal processing community.
More Related Videos
Related Concept Videos
Basic Continuous Time Signals
The unit step function, denoted u(t), is zero for negative time values and one for positive time values, exhibiting a discontinuity at t=0. This function often represents abrupt changes, such as the step voltage introduced when turning a car's...
Basic Discrete Time Signals
The unit impulse or sample sequence is mathematically expressed as zero for all n values except at n=0, where it is one. The unit impulse sequence, denoted by δ(n), is the first difference of the unit step sequence, while the unit step sequence u(n) is the...
Sampling Continuous Time Signal
In the...
Reliability and Validity
Data Validation
Key parameters for method validation include:
Data Validation
Nursing assessment guides are generally based on holistic models rather than medical...

