Pregnosmart--改变产前护理的人工智能虚拟分娩伴侣

Muttineni Sai Rohith, Bandaru Ratna Chaitanya Raju, Yerram Sai Priya, Mallinani Lakshmi Bhavani
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摘要

- 随着人工智能(AI)的出现,产前护理的格局正在经历一场变革。本文概述了一种创新应用--Pregnosmart。Pregnosmart是一款由人工智能开创的虚拟分娩伴侣,它利用最先进的机器学习(ML)算法和生成式人工智能,在怀孕期间为孕妇及其家人提供无与伦比的支持。通过将预测分析与 ML 模型相结合,Pregnosmart 的核心子工具 Pregnoforecast 可为用户提供与 8 项关键指标相关的预测,如孕期感染、新生儿健康指标、妊娠糖尿病和高血压。此外,Pregnocompass 利用人工智能生成技术,根据妊娠指标提供量身定制的每日日历;Pregnosage 利用检索增强生成技术(RAG)提供人工智能驱动的聊天机器人,解决与妊娠有关的询问,并根据妊娠指标提供增强的上下文;最后,Pregnopedia 作为一个集中式数据存储库,利用自然语言处理(NLP)和机器推理技术自动提取和存储全面的妊娠信息。综合使用所有子工具,Pregnosmart 成为一个整体的智能解决方案,通过提供个性化护理、知情决策和变革性支持,重塑用户的怀孕体验。
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Pregnosmart – An AI Powered Virtual Birth Companion to Transform Prenatal Care
- The landscape of prenatal care is undergoing a transformative shift with the advent of Artificial Intelligence (AI). This paper outlines an innovative application – Pregnosmart. Pregnosmart is an AI pioneered virtual birth companion, which leverages cutting-edge machine learning (ML) algorithms and Generative AI to offer unparalleled support to pregnant individuals and their families during pregnancy. By blending predictive analytics with ML models, Pregnosmart’s core sub tool, Pregnoforecast, empowers users with predictions related to 8 crucial measures such as infections during pregnancy, newborn health indicators, gestational diabetes, and hypertension. Also, with the use of Generative AI, Pregnocompass, provides tailored day-to-day calendars based on pregnancy measures and Pregnosage, leveraging Retrieval Augmented Generation (RAG) provides an AI driven chatbot which addresses pregnancy related queries and provides enhanced contexts based on pregnancy measures and finally Pregnopedia, acts as a centralized data repository which automatically extracts and stores comprehensive pregnancy information using Natural Language Processing (NLP) and machine reasoning techniques. Together using all sub tools, Pregnosmart emerges as a holistic and intelligent solution, reshaping the pregnancy experience by offering personalized care, informed decision-making and transformative support to users navigating the journey of pregnancy
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