Role of computer aided detection (CAD) integration: case study with meniscal and articular cartilage CAD applications

Author(s):  
Nabile Safdar ◽  
Bharath Ramakrishna ◽  
Ganesh Saiprasad ◽  
Khan Siddiqui ◽  
Eliot Siegel
Author(s):  
Raffi Kamalian ◽  
Alice M. Agogino ◽  
Hideyuki Takagi

In this paper we review the current state of automated MEMS synthesis with a focus on generative methods. We use the design of a MEMS resonator as a case study and explore the role that geometric constraints and human interaction play in a computer-aided MEMS design system based on genetic algorithms.


2012 ◽  
Vol 26 (3) ◽  
pp. 572-577 ◽  
Author(s):  
Xavier Bargalló ◽  
Martín Velasco ◽  
Gorane Santamaría ◽  
Montse del Amo ◽  
Pedro Arguis ◽  
...  

Author(s):  
Keiko Sugisaki ◽  
Hiroshi Fujita ◽  
Hiro Goto ◽  
Hiroaki Hoshi

Cancers ◽  
2020 ◽  
Vol 12 (2) ◽  
pp. 373 ◽  
Author(s):  
Ming-Hsun Wu ◽  
Kuen-Yuan Chen ◽  
Shyang-Rong Shih ◽  
Ming-Chih Ho ◽  
Hao-Chih Tai ◽  
...  

Physicians use sonographic characteristics as a reference for the possible diagnosis of thyroid cancers. The purpose of this study was to investigate whether physicians were more effective in their tentative diagnosis based on the information provided by a computer-aided detection (CAD) system. A computer compared software-defined and physician-adjusted tumor loci. A multicenter, multireader, and multicase (MRMC) study was designed to compare clinician performance without and with the use of CAD. Interobserver variability was also analyzed. Excellent, satisfactory, and poor segmentations were observed in 25.3%, 58.9%, and 15.8% of nodules, respectively. There were 200 patients with 265 nodules in the study set. Nineteen physicians scored the malignancy potential of the nodules. The average area under the curve (AUC) of all readers was 0.728 without CAD and significantly increased to 0.792 with CAD. The average standard deviation of the malignant potential score significantly decreased from 18.97 to 16.29. The mean malignant potential score significantly decreased from 35.01 to 31.24 for benign cases. With the CAD system, an additional 7.6% of malignant nodules would be suggested for further evaluation, and biopsy would not be recommended for an additional 10.8% of benign nodules. The results demonstrated that applying a CAD system would improve clinicians’ interpretations and lessen the variability in diagnosis. However, more studies are needed to explore the use of the CAD system in an actual ultrasound diagnostic situation where much more benign thyroid nodules would be seen.


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