在行为研究和临床应用中使用语言技术的框架:伦理挑战,影响和解决方案
Catherine Diaz-Asper1, Mathias K Hauglid2, Chelsea Chandler3
1Department of Psychology, Marymount University.
The American psychologist
|January 18, 2024
概括
语音和语言技术的进步为心理学家提供了理解沟通和心理健康的新工具. 然而,自动语音分析中的伦理考虑和潜在偏见需要仔细注意.
科学领域:
- 心理学是一门科学.
- 计算语言学计算语言学
- 人工智能的人工智能是人工智能.
背景情况:
- 自动语音识别,自然语言处理和机器学习方面的技术进步为心理学提供了重大机会.
- 这些技术可以自动化评估,通过聊天机器人提供心理护理,并通过远程监控改善医疗保健准入.
研究的目的:
- 探索语音和语言技术在心理学科学中的潜力.
- 为心理学中自动语音分析的好处,挑战和伦理影响提供一个平衡的视角.
主要方法:
- 审查当前的语音和语言分析技术能力.
- 讨论临床评估,患者护理和研究中的应用.
- 分析伦理和法律方面的考虑,包括透明度,监督和潜在的偏见.
主要成果:
- 自动语音分析为了解人类认知,沟通和临床状况提供了新的途径.
- 应用范围从教育评估和心理健康聊天机器人到mHealth工具和临床研究.
- 自动化带来了复杂性,需要综合技术和利益相关者的合作.
结论:
- 语音和语言技术为推进心理学科学和医疗保健提供提供提供了巨大的希望.
- 解决与这些强大的工具相关的伦理挑战至关重要,包括歧视和结构性不平等.
- 需要一种平衡的方法来利用AI在心理学应用中的好处,同时减轻AI的风险.
相关概念视频
Language and Cognition
346
Language serves as a bridge between ideas and communication, influencing how individuals perceive and interact with the world. Psychologists have long debated whether language shapes thought or vice versa. This discussion gained grip with Edward Sapir and Benjamin Lee Whorf in the 1940s, who proposed that language determines thought, a concept known as linguistic determinism. They suggested that the vocabulary and structure of a language influence how its speakers think and perceive reality.
346
Behaviorism
2.3K
The field of behaviorism was pioneered by figures such as Ivan Pavlov, John B. Watson, and B.F. Skinner fundamentally shifted the focus of psychology to the observable and controllable aspects of human and animal behavior. This shift marked a critical evolution in the discipline, emphasizing scientific rigor and experimental methodology.
The core premise of behaviorism is its focus on observable behavior rather than internal thoughts or feelings. This approach argues that true scientific...
The core premise of behaviorism is its focus on observable behavior rather than internal thoughts or feelings. This approach argues that true scientific...
2.3K
Modeling in Therapy
84
Modeling, a key technique in therapy, uses observational learning to help clients acquire and practice new skills by watching therapists demonstrate desired behaviors. This approach, rooted in Albert Bandura's concept of vicarious learning, plays a significant role in therapeutic interventions for various psychological conditions, including social anxiety, ADHD, and depression.
Participant Modeling
Participant modeling involves therapists demonstrating calm and effective behaviors in...
Participant Modeling
Participant modeling involves therapists demonstrating calm and effective behaviors in...
84
Ethics in Research
23.0K
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.
23.0K
Behavior Therapy
51
Behavior therapy incorporates diverse techniques rooted in classical conditioning principles to address maladaptive behaviors and anxiety disorders. These methods aim to reduce avoidance behaviors, foster adaptive coping mechanisms, and alter associations between stimuli and responses, making them effective in a wide range of therapeutic contexts.
Exposure therapy is a cornerstone of behavioral treatment for anxiety disorders. It involves systematic exposure to feared stimuli, either in real...
Exposure therapy is a cornerstone of behavioral treatment for anxiety disorders. It involves systematic exposure to feared stimuli, either in real...
51
Rational Emotive Behavior Therapy
53
Cognitive-behavioral therapies (CBTs) are grounded in the belief that our thoughts profoundly influence our emotions and actions. Advocates of CBT emphasize three core assumptions: first, that cognitions are identifiable and measurable; second, that they are central to psychological functioning; and third, that irrational or maladaptive beliefs can be replaced with rational and adaptive ones. This transformative approach to therapy has paved the way for specific models such as Albert...
53


