在精神病学研究论文中,人工智能生成的摘要与人类撰写的摘要的质量和正确性
Tien-Wei Hsu1, Ping-Tao Tseng2, Shih-Jen Tsai3
1Department of Psychiatry, E-DA Dachang Hospital, I-Shou University Kaohsiung, Taiwan; Department of Psychiatry, E-DA Hospital, I-Shou University, Kaohsiung, Taiwan.
Psychiatry research
|August 30, 2024
概括
人工智能聊天机器人可以生成精神病学摘要,但准确性各不相同. 结构化的AI摘要与人类质量相匹配,而非结构化的摘要得分较低,AI检测率更高,需要仔细审查.
科学领域:
- 精神病学是一个精神病学.
- 人工智能的人工智能
- 自然语言处理自然语言处理.
背景情况:
- 学术精神病学研究需要简洁的摘要.
- 人工智能 (AI) 聊天机器人为抽象生成提供了潜力.
- 在科学写作中评估AI性能至关重要.
研究的目的:
- 评估AI聊天机器人 (基于ChatGPT的ChatPDF) 能够生成精神病学文章摘要的能力.
- 在质量,相似性,抄袭,AI内容检测和准确性方面,将人工智能生成的摘要与人类撰写的摘要进行比较.
- 对人工智能生成的摘要的质量和正确性评估专家意见.
主要方法:
- 30篇全文精神病学论文被输入到ChatPDF中进行抽象生成 (结构化和非结构化).
- 精神病学研究的10篇论文作为活跃的比较者 (非结构化格式).
- 五位专家对抽象质量,AI内容和结论有效性进行了盲目评估.
主要成果:
- 在人工智能生成的摘要中观察到低相似性 (14.07%) 和抄袭 (8.34%).
- 检测到的AI内容有所不同: 31.48% (结构化),75.58% (非结构化) 和66.48% (比较器).
- 结构化AI摘要的评分与原件相似;非结构化摘要的质量得分和专家准确度评分较低 (40%对73%的非结构化).
- 很大一部分 (30%) 的AI生成的抽象结论是不正确的.
结论:
- 人工智能语言模型对总结临床精神病学信息充满希望.
- 由于潜在的不准确性,建议在使用像ChatPDF这样的AI工具来总结精神病学论文时谨慎使用.
- 需要进一步的研究来提高人工智能生成的科学摘要的可靠性和准确性.
相关概念视频
Ethics in Research
22.9K
Today, scientists agree that good research is ethical in nature and is guided by a basic respect for human dignity and safety. However, this has not always been the case. Modern researchers must demonstrate that the research they perform is ethically sound.
22.9K
Blind Procedures
10.6K
Ideally, the people who observe and record the children’s behavior are unaware of who was assigned to the experimental or control group, in order to control for experimenter bias. Experimenter bias refers to the possibility that a researcher’s expectations might skew the results of the study. Remember, conducting an experiment requires a lot of planning, and the people involved in the research project have a vested interest in supporting their hypotheses. If the observers knew which...
10.6K
Introduction to Cognitive Psychology
453
Cognitive psychology is the field of psychology dedicated to examining how people think. It attempts to explain how and why we think the way we do by studying the interactions among human thinking, emotion, creativity, language, and problem-solving, as well as other cognitive processes. Cognitive psychology studies how information is processed and manipulated in remembering, thinking, and knowing.
This field emerged in the mid-20th century, following a period dominated by behaviorism, which...
This field emerged in the mid-20th century, following a period dominated by behaviorism, which...
453
Diagnostic and Statistical Manual of Mental Disorders (DSM)
49
The Diagnostic and Statistical Manual of Mental Disorders (DSM) serves as the primary classification system for mental health disorders, providing standardized diagnostic criteria for clinicians and researchers. First published by the American Psychiatric Association (APA) in 1952, the DSM has undergone several revisions to reflect evolving psychiatric understanding. The fifth edition, DSM-5, released in 2013, introduced key updates that expanded diagnostic categories and modified diagnostic...
49
Reason and Intuition
6.4K
The human brain processes information for decision-making using one of two routes: an intuitive system and a rational system (Epstein, 1994; popularized by Kahneman, 2011 as System 1 and System 2, respectively). The intuitive system is quick, impulsive, and operates with minimal effort, relying on emotions or habits to provide cues for what to do next, while the rational system is logical, analytical, deliberate, and methodical. Research in neuropsychology suggests that the...
6.4K


