通过出生故事,OpenAI的叙事嵌入可以用于检测分娩后创伤后压力
Alon Bartal1, Kathleen M Jagodnik1,2,3, Sabrina J Chan2
1The School of Business Administration, Bar-Ilan University, Max and Anna Web, Ramat Gan, 5290002, Israel.
Research square
|October 27, 2023
概括
文本嵌入-ada-002 (ADA) 模型有效地识别了产后创伤性应激障碍 (CB-PTSD) 在母亲的叙述中. 这种机器学习方法在心理疾病查方面表现优于ChatGPT.
科学领域:
- 人工智能的人工智能
- 心理健康研究 心理健康研究
- 自然语言处理自然语言处理.
背景情况:
- 每年有数以百万计的妇女患有分娩后创伤性应激障碍 (CB-PTSD),这是一个缺乏标准化查方案的孕产妇精神疾病.
- 基于机器学习 (ML) 的自然语言处理 (NLP) 显示出对精神疾病诊断的前景.
- 像ChatGPT这样的大型语言模型 (LLM) 对于精神疾病评估的诊断能力需要进一步研究.
结论:
- 通过对母亲分娩叙述的分析,ADA模型可以有效地用于查CB-PTSD.
- 这种基于机器学习的方法为识别产后精神疾病提供了一个有希望的工具.
- 该方法有可能在心理健康诊断中得到更广泛的应用.
关键词:
出生故事的故事.出生创伤的出生创伤.聊天GPT 聊天GPT 聊天与分娩有关的创伤后应激障碍 (CB-PTSD)母亲心理健康 母亲心理健康自然语言处理 (NLP) 是一种自然语言处理.产后心理病理学 产后心理病理学预训练的大型语言模型 (PLM)更多相关视频
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