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Issues And Trends In Healthcare Delivery System01:29

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The issues and trends in healthcare delivery are constantly changing. The COVID-19 pandemic is one recent issue that wreaked havoc on healthcare systems, causing a shortage of healthcare workers, high demand for medicines and supplies, and increased medical expenditure due to a lack of insurance. Other issues include rising healthcare costs and care fragmentation.
Cost Containment
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The case management model is a multidisciplinary approach that involves healthcare professionals from diverse disciplines, such as physicians, nurses, therapists, social workers, and pharmacists, working collaboratively to address the various needs of patients. Each healthcare professional brings unique expertise and perspectives, contributing to a more comprehensive understanding of the patient's condition and tailoring treatment plans accordingly.
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医疗保健和医疗应用中的大型语言模型:一篇综述

Subhankar Maity1,2, Manob Jyoti Saikia1,2

  • 1Biomedical Sensors & Systems Lab, University of Memphis, Memphis, TN 38152, USA.

Bioengineering (Basel, Switzerland)
|June 26, 2025
PubMed
概括

大型语言模型 (LLM) 显示了通过先进的NLP改变医疗保健的巨大前景. 解决隐私,道德和准确性方面的挑战对于将其负责任地纳入医疗实践至关重要.

科学领域:

  • 医疗信息学 医疗信息学
  • 人工智能在医学中的应用
  • 自然语言处理自然语言处理.

背景情况:

  • 大型语言模型 (LLM) 提供先进的自然语言处理 (NLP) 功能,具有革命医疗保健的巨大潜力.
  • 目前的LLM应用涵盖临床决策支持,医学教育,诊断和患者护理.

研究的目的:

  • 系统地检查LLM在医疗保健领域的潜力和挑战.
  • 提供对LLM背景,进化,架构和医学多式联络能力的全面了解.

主要方法:

  • 探索特定领域的数据采集,大规模预培训和监督微调.
  • 对医疗保健用例的快速工程和上下文学习的分析.
  • 主要应用领域的分类和方法方面的检查.

主要成果:

  • 法律学士学位在各种医疗领域展示了有前途的应用,增强了决策支持,教育,诊断和患者护理方面的能力.
  • 确定了医学LLM的关键趋势和突出的应用领域.
  • 突出了关键挑战,包括隐私,道德部署,事实准确性,模型偏见,可解释性和监管合规性.

结论:

  • 负责任地将LLM纳入医疗保健需要解决重大技术和社会挑战.
关键词:
在法律上,LLMs.医疗保健 医疗保健 医疗保健 医疗保健大型语言模型.医疗 医学 医疗 医疗病人的病人的病人的病.审查 审查 审查 审查 审查 审查

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  • 未来的研究应该专注于新兴方向和战略建议,以道德和有效地开发和部署医疗保健LLM.