妇女生殖心理健康的多式大型语言模型
Rawan AlSaad1, Alaa Youssef2,3, Sara Kashani4
1AI Center for Precision Health, Weill Cornell Medicine-Qatar, Doha, Qatar. rta4003@qatar-med.cornell.edu.
Archives of women's mental health
|October 28, 2025
概括
多式大型语言模型 (MLLMs) 可以通过在生命阶段实现个性化护理来推进妇女的生殖心理健康. 解决数据偏见和隐私问题对于负责地将人工智能整合到生殖精神病学中至关重要.
科学领域:
- 生殖精神病学是一种精神病学.
- 医疗保健中的人工智能
- 女人的心理健康问题
背景情况:
- 妇女的心理健康受到生殖过渡期间荷尔蒙变化的影响.
- 生殖精神病学涉及女性一生中的心理健康问题.
- 多模式大语言模型 (MLLMs) 提供先进的AI功能,但在这个领域未得到充分利用.
研究的目的:
- 探索MLLM在提高妇女生殖心理健康的研究和临床护理方面的潜力.
- 确定MLLMs安全和公平部署的机会,要求和障碍.
主要方法:
- 一个综合文献和专家知识的视角作品.
- 分析框架应用于七个生殖心理健康领域.
- 鉴定当前人工智能方法的临床差距和局限性,突出MLLM的优势.
主要成果:
- 可以在七个领域应用MLLM:月经,怀孕,堕胎/流产,产后,更年期,不孕症和妇科疾病.
- 潜在的应用包括多式风险分层,症状建模,临床决策支持和患者教育.
- 关键要求包括解决数据偏差,确保隐私,高质量的数据收集和标准化存储库.
结论:
- 在生殖精神病学中,MLLM对个性化和精确的护理有显著的前景.
- 这一观点为负责任的MLLM发展和整合提供了路线图.
- 告知临床医生,研究人员和指导跨学科对话是必不可少的.
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