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bridging the gap in fetal heart rate monitoring: introduction and evaluation of an acoustic-based smart belt for real-time, passive, mother-centered monitoring with extensive multicenter validation
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نویسنده
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banaei marzieh ,roozbahani mohammad hossein ,sohofi ali
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منبع
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journal of engineering management and soft computing - 2026 - دوره : 12 - شماره : 1 - صفحه:1 -13
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چکیده
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Fetal heart rate (fhr) monitoring facilitates the early detection of pregnancy abnormalities. current methods, such as cardiotocography (ctg), provide accurate fhr measurements but are neither continuous nor real-time, and require clinical settings. this study presents a smart belt for fhr monitoring utilizing acoustic signal processing without transmitting high-frequency waves. the device is designed for maternal use and features real-time analysis. to evaluate its user-friendliness for mothers and clinical validity endorsed by physicians, questionnaires were administered to 637 individuals and 225 physicians. this follows a multi-year product development and patenting process reported herein. cronbach's alpha values indicated suitable reliability of the questionnaire items. results showed that 75.5% of physicians validated the questionnaire data and deemed the recommended usage frequency of the smart belt appropriate at 5-15 times for healthy mothers and 10-15 times for high-risk individuals from fetal heart formation onwards. a decision tree algorithm was employed to identify correlations and relationships among the various variables.
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کلیدواژه
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smart belt ,fetal heart rate ,cardiotocography ,decision tree ,classifier ,real-time analytics
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آدرس
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shahab danesh university, computer engineering faculty, iran, iran university of science and technology, school of advanced technologies, nanotechnology department, iran, shahab danesh university, computer engineering faculty, iran
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پست الکترونیکی
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sohofi@shdu.ac.ir
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Authors
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