人工智能语言模型ChatGPT能否提供准确高质量的前列腺癌患者信息?
Burhan Coskun1, Gokhan Ocakoglu2, Melih Yetemen1
1Bursa Uludag University, Department of Urology, Nilüfer, Bursa, Turkey.
Urology
|July 5, 2023
概括
聊天GPT在提供准确和高质量的前列腺癌患者信息方面存在局限性. 在使用此人工智能 (AI) 工具进行医疗指导时建议谨慎使用.
科学领域:
- 医疗信息学 医疗信息学
- 医疗保健中的人工智能
- 瘤学患者教育 瘤学患者教育
背景情况:
- 像ChatGPT这样的人工智能 (AI) 语言模型为患者信息传播提供了潜力.
- 评估人工智能产生的医疗内容的可靠性对于患者安全至关重要.
- 前列腺癌信息需要准确和清晰,以有效地理解患者.
研究的目的:
- 评估ChatGPT在生成前列腺癌患者信息方面的表现.
- 将ChatGPT输出的准确性,相似性和质量与可靠的参考来源进行比较.
主要方法:
- 作为参考,利用了来自欧洲泌尿病学协会的前列腺癌患者信息.
- 为ChatGPT生成了59个查询,并分析了响应.
- 使用F1,精度和回忆分数评估准确性;通过等号相似性进行相似性;以及使用一般质量评分 (GQS) 评估质量.
主要成果:
- 聊天GPT响应了所有查询,但准确性和质量都不够理想.
- 平均F1得分为0.426,精度为0.349,回忆为0.549,和等号相似度为0.609.
- 一般质量评分 (GQS) 的平均值为3.62/5,没有任何答案达到完美的分数.
结论:
- 由于性能限制,在使用ChatGPT进行前列腺癌患者信息时要小心.
- 不准确性和潜在的误解凸显了需要仔细审查人工智能产生的医疗内容的需要.
- 进一步的研究是必要的,以探索AI能力和各种医疗主题和模型的局限性.
更多相关视频
03:14Augmenting Large Language Models via Vector Embeddings to Improve Domain-Specific Responsiveness
Published on: December 6, 2024
628
05:47Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
Published on: June 13, 2025
325
相关概念视频
01:21Cancer Survival Analysis
397
Cancer survival analysis focuses on quantifying and interpreting the time from a key starting point, such as diagnosis or the initiation of treatment, to a specific endpoint, such as remission or death. This analysis provides critical insights into treatment effectiveness and factors that influence patient outcomes, helping to shape clinical decisions and guide prognostic evaluations. A cornerstone of oncology research, survival analysis tackles the challenges of skewed, non-normally...
397
01:28Chronic Kidney Disease III: Interprofessional Care
45
Chronic kidney disease (CKD) requires collaborative and comprehensive management. CKD progresses through stages and can lead to end-stage kidney disease (ESKD) if untreated. Interprofessional collaboration and patient education are crucial, enabling patients to manage their health and improve their quality of life.Diagnostic approach for chronic kidney diseaseThe diagnosis of CKD primarily focuses on the glomerular filtration rate (GFR), which assesses kidney function by measuring how well...
45
01:27Nursing Ethical Principles II
1.0K
Ethical principles are essential in guiding nurses to fulfill their responsibilities, focusing on the quality of nursing care and decision-making. These principles, including autonomy, beneficence, non-maleficence, justice, and fidelity, shape the ethical framework within healthcare settings.
Consider the following scenario, which illustrates how these principles are applied in the care of Mr. John, a fifty-year-old teacher diagnosed with metastatic liver cancer.
Initially, Mr. John's...
Consider the following scenario, which illustrates how these principles are applied in the care of Mr. John, a fifty-year-old teacher diagnosed with metastatic liver cancer.
Initially, Mr. John's...
1.0K