JosephBizu / CTG

CTG Analysis
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Read CTG analysis tool #5

Open JosephBizu opened 2 years ago

JosephBizu commented 2 years ago

CTG analysis tool written in Matlab. Analyze it and check future uses. http://abakus.inonu.edu.tr/xmlui/bitstream/handle/11616/12712/makale.pdf?sequence=1

JosephBizu commented 2 years ago

In this study, openaccess software (CTG-OAS) developed with MATLAB® is introduced for the analysis of FHR signals. The software contains important processes of the automated CTG analysis, from accessing the database to conducting model evaluations. In addition to traditionally used morphological, linear, nonlinear, and time–frequency features, the developed software introduces an innovative approach called image-based time–frequency features to characterize FHR signals. All functions of the software are well documented, and it is distributed freely for research purposes. In addition, an experimental study on the publicly accessible CTU-UHB database was performed using CTG-OAS to test the reliability of the software. The experimental study obtained results that included an accuracy of 77.81%, sensitivity of 76.83%, specificity of 78.27%, and geometric mean of 77.29%. These fairly promising results indicate that the software can be a valuable tool for the analysis of CTG signals. In addition, the results obtained using CTG-OAS can be easily compared to different algorithms. Moreover, different experimental setups can be designed using the tools provided by the software. Thus, the software can contribute to the development of new algorithms.

JosephBizu commented 2 years ago

Read about the cubic Hermite spline interpolation technique (https://epubs.siam.org/doi/10.1137/0717021) utilized to fill the missing beats in order to produce robust and accurate values for spectral analysis.

JosephBizu commented 2 years ago

Compare 18 features extracted from CTG-OAS against "Fetal Health Classification" data