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find Author "LIU Chenyu" 2 results
  • Feature detection of B-ultrasound images of intussusception in children based on improved YOLOv8n

    To assist grassroots sonographers in accurately and rapidly detecting intussusception lesions from children's abdominal ultrasound images, this paper proposes an improved YOLOv8n children's intussusception detection algorithm, called EMC-YOLOv8n. Firstly, the EfficientViT network with a cascaded group attention module was used as the backbone network to enhance the speed of target detection. Secondly, the improved C2fMBC module was used to replace the C2f module in the neck network to reduce network complexity, and the coordinate attention (CA) module was introduced after each C2fMBC module to enhance attention to positional information. Finally, experiments were conducted on the self-built dataset of intussusception in children. The results showed that the recall rate, average detection accuracy (mAP@0.5) and precision of the EMC-YOLOv8n algorithm improved by 3.9%, 2.1% and 0.9%, respectively, compared to the baseline algorithm. Despite slightly increased network parameters and computational load, significant improvements in detection accuracy enable efficient completion of detection tasks, demonstrating substantial economic and social value.

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  • Research on Influencing Factors and Circumcision Acceptance Willingness of Adult Males in Chongqing

    Objective To understand the adult male’s acceptance of circumcision and its influencing factors in Chongqing, so as to provide scientific evidences for developing male circumcision extension programs and health education materials. Methods The circumcision acceptance of adult males from 18 to 45 years old in Chongqing was investigated by using multistage stratified cluster sampling method. Results Among 1 502 subjects, 661 males persisted in their willingness to do circumcision, and the operation acceptance rate was 44.01%; the acceptance rate in the 18-30 age group was higher than that in the 31-45 age group; the higher the education level, the higher the acceptance of the circumcision; and workers and businessmen had greater willingness to accept than farmers. The multivariate logistic regression analysis showed that the positive factors affecting acceptance rate were “being aware that the circumcision is suitable for phimosis and redundant prepuce” (OR=21.01, 95%CI 14.21 to 31.06), “being told by friends who had circumcision before” (OR=1.65, 95%CI 1.25 to 2.19), and “being realized on the risk of phimosis and redundant prepuce” (OR=1.43, 95%CI 1.01 to 2.02); while the negative factors were “being worried about the surgical complications” (OR=0.69, 95%CI 0.50 to 0.95) and “being afraid of the ridicule from people around” (OR=0.63, 95%CI 0.40 to 0.99). Conclusion The willingness rate of adult males to accept circumcision was low in Chongqing; the publicity and education should be strengthened, and the good social atmosphere should be built for increasing the willingness rate of accepting circumcision.

    Release date:2016-09-07 11:01 Export PDF Favorites Scan
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