Artificial intelligence in police research: a preliminary examination of feasibility and replication

IF 2.5 2区 社会学 Q2 CRIMINOLOGY & PENOLOGY
Kyle McLean, Jeffrey Rojek, Justin Nix
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引用次数: 0

Abstract

Objectives This manuscript tests whether artificial intelligence (AI) review of body-worn camera footage replicates the findings of a randomized-controlled trial of police de-escalation training using systematic social observation (SSO). Methods Body-worn camera video that was previously analyzed using SSO was subjected to review by an AI program. The study then replicates the analysis of the randomized-controlled trial using outcomes generated by AI. The results are compared to those of the original study. Results All five measures produced by the AI correlated with at least one SSO measure, though several SSO measures appeared completely unrelated to any measure produced by AI. The analysis of treatment effects by AI reaches the same conclusion as the original study. Conclusions SSO provides greater nuance to understanding police interactions but is weakened by its time-consuming and expensive nature. AI provides a promising avenue for conducting similar analyses more quickly and efficiently.
警务研究中的人工智能:可行性和可复制性的初步考察
本文测试了人工智能(AI)对随身摄像机镜头的回顾是否重复了一项使用系统社会观察(SSO)进行警察降级训练的随机对照试验的结果。方法将先前使用SSO分析的随身摄像机视频进行人工智能程序的审查。然后,该研究使用人工智能生成的结果重复了随机对照试验的分析。结果与原始研究的结果进行了比较。结果:人工智能产生的所有五种测量都与至少一种SSO测量相关,尽管有几种SSO测量似乎与人工智能产生的任何测量完全无关。人工智能治疗效果分析与原研究结论一致。SSO为理解警察互动提供了更大的细微差别,但由于其耗时和昂贵的性质而被削弱。人工智能为更快速有效地进行类似分析提供了一条有前途的途径。
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来源期刊
Journal of Experimental Criminology
Journal of Experimental Criminology CRIMINOLOGY & PENOLOGY-
CiteScore
6.20
自引率
6.70%
发文量
49
期刊介绍: The Journal of Experimental Criminology focuses on high quality experimental and quasi-experimental research in the advancement of criminological theory and/or the development of evidence based crime and justice policy. The journal is also committed to the advancement of the science of systematic reviews and experimental methods in criminology and criminal justice. The journal seeks empirical papers on experimental and quasi-experimental studies, systematic reviews on substantive criminological and criminal justice issues, and methodological papers on experimentation and systematic review. The journal encourages submissions from scholars in the broad array of scientific disciplines that are concerned with criminology as well as crime and justice problems.
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