人工智能与虐待和忽视儿童:一个系统审查
Francesco Lupariello1, Luca Sussetto1, Sara Di Trani1
1Dipartimento di Scienze della Sanità Pubblica e Pediatriche, Sezione di Medicina Legale, Università degli Studi di Torino, 10126 Torino, Italy.
Children (Basel, Switzerland)
|October 28, 2023
概括
在儿童虐待和疏忽检测方面,人工智能 (AI) 尚不发达,目前研究中存在高偏差风险. 未来的研究需要更大的样本规模和更好的AI预测模型验证.
科学领域:
- 儿童福利和公共卫生.
- 医学中的人工智能
- 社会服务的预测建模.
背景情况:
- 虐待和忽视儿童有严重的急性和慢性后果.
- 人工智能 (AI) 提供了改善检测和干预的潜力.
- 人工智能实施的现状和相关的偏见在这个领域基本上是未知的.
研究的目的:
- 系统地审查人工智能预测模型开发和对虐待和忽视儿童的验证方面的最新进展.
- 评估在开发或验证儿童虐待和被忽视的AI模型的研究中存在偏见的风险.
主要方法:
- 从1985年1月到2023年3月,对PubMed数据库进行系统审查.
- 包括使用医疗或保护服务数据集用于AI模型开发/验证的研究.
- 选了413篇文章,最终包括七篇用于分析.
主要成果:
- 使用了多样化的输入数据类型,包括人工神经网络,卷积神经网络和自然语言处理.
- 中位数数据集大小为2600个案例.
- 所有纳入的研究都显示出高偏差风险.
结论:
- 在虐待和忽视儿童方面,人工智能的实施落后于其他医学领域.
- 未来的研究需要仔细选择样本大小,强有力的验证,以及更好地管理过度匹配,乐观和缺失的数据,以减轻偏差.
更多相关视频
08:42Assessment of Social Cognition in Non-human Primates Using a Network of Computerized Automated Learning Device ALDM Test Systems
Published on: May 5, 2015
12.1K
11:14A Novel Experimental and Analytical Approach to the Multimodal Neural Decoding of Intent During Social Interaction in Freely-behaving Human Infants
Published on: October 4, 2015
11.0K
相关概念视频
Behavior Modification
178
Behavioral approaches have often been criticized for ignoring mental processes and focusing solely on observable behavior. However, these approaches provide an optimistic perspective for individuals seeking to change their behaviors. Rather than concentrating on intrinsic personality traits, behavioral approaches suggest that even longstanding habits can be modified by changing the reward contingencies that maintain them.
A real-world application of operant conditioning principles is applied...
A real-world application of operant conditioning principles is applied...
178
Parenting Styles
67
Diana Baumrind's four parenting styles — authoritarian, authoritative, neglectful, and permissive — each influence children's socio-emotional development differently.
Authoritarian Parenting
This style is strict and controlling, with little room for open dialogue. Authoritarian parents demand obedience and often enforce rules with minimal warmth. Children raised this way may lack social skills and initiative, usually comparing themselves to others unfavorably.
Authoritative...
Authoritarian Parenting
This style is strict and controlling, with little room for open dialogue. Authoritarian parents demand obedience and often enforce rules with minimal warmth. Children raised this way may lack social skills and initiative, usually comparing themselves to others unfavorably.
Authoritative...
67
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
