Integrating artificial intelligence (AI) technologies into law enforcement has become a concern of contemporary politics and public discourse. In this paper, we qualitatively examine the perspectives of AI technologies based on 20 semi-structured interviews of law enforcement professionals in North Carolina. We investigate how integrating AI technologies, such as predictive policing and autonomous vehicle (AV) technology, impacts the relationships between communities and police jurisdictions. The evidence suggests that police officers maintain that AI plays a limited role in policing but believe the technologies will continue to expand, improving public safety and increasing policing capability. Conversely, police officers believe that AI will not necessarily increase trust between police and the community, citing ethical concerns and the potential to infringe on civil rights. It is thus argued that the trends toward integrating AI technologies into law enforcement are not without risk. Policymaking guided by public consensus and collaborative discussion with law enforcement professionals must aim to promote accountability through the application of responsible design of AI in policing with an end state of providing societal benefits and mitigating harm to the populace. Society has a moral obligation to mitigate the detrimental consequences of fully integrating AI technologies into law enforcement.
more »
« less
Law enforcement training using simulation for locally customized encounters
Law enforcement professionals require up to date training for interacting with individuals on the autism spectrum in a manner that facilitates positive citizen response. Although these officers interact with the public regularly, they may only have sporadic interactions with citizens who are not neurotypical. The timing of these interactions is not easy to predict; therefore, it is important to provide regular opportunities to practice contacts with special needs communities. However, in much the same way that it can be difficult to provide regular sessions with other protected groups of people, it is not practical to pull individuals on the autism spectrum to participate in law enforcement training. Role play with neurotypical individuals and classroom training presenting facts about autism do little to prepare these officers for their real-world encounters. Virtual interactions with people on the autism spectrum allow officers to practice techniques without compromising the health and safety of the communities they serve. This paper presents results of a study comparing police training through experiences in virtual reality (VR) with video training regarding police interactions with individuals on the autism spectrum. Police officers in a municipal police department who participated in the study were divided into three groups for continuing training purposes. One group received video training, one group received practice in VR, and one group received training through both video and VR. The differences in training method did not result in significant differences in training effectiveness. However, subjective data did support the efficacy of practice in a virtual setting. This project addressed three important challenges with training in VR. First, the team needed to define the specifics of behavior and language that the simulated individuals would exhibit. Second, the VR had to be tailored to be relevant to the officers participating. Third and finally, the schedule for training delivery had to minimize the time that officers were away from their assigned duties. Officer feedback on their training experiences indicated the approach to these challenges was well-received. The primary research question is whether training in VR is any more effective that watching a training video.
more »
« less
- PAR ID:
- 10407052
- Date Published:
- Journal Name:
- Frontiers in Virtual Reality
- Volume:
- 3
- ISSN:
- 2673-4192
- Format(s):
- Medium: X
- Sponsoring Org:
- National Science Foundation
More Like this
-
-
Public attention to law enforcement officers’ violent interactions with people who are minorized due to their racial, ethnic, and gender identities has grown in recent years, policing has come under increased scrutiny and critique in the United States. Existing scholarship on law enforcement underscores how policing is a key feature of governmentality and upholds power inequalities based on race, sex, gender, sexual orientation, immigration status, and other social constructions of difference. Scant scholarship, however, examines experiences of lesbian, gay, bisexual, transgender, and queer-identifying (LGBTQ+) law enforcement officers, who are simultaneously agents of the state and also subjected to governing regimes that perpetuate social exclusions based on their identities. While research on LGBTQ+ officers has examined community perceptions of officers, workplace inclusivity, and masculinized employment settings, it has largely ignored the complexities and ambivalent sentiments of LGBTQ+ officers who are complicit with governing objectives but also disenfranchised due to their identities. In this paper, we report findings from participant observation with an LGBTQ+ law enforcement organization and semi-structured interviews with Lesbian and Gay law enforcement officers (n=7) who were recruited as part of a larger study focused on activism following the 2016 Pulse Shooting in Orlando, Florida. Findings underscore Lesbian and Gay officers’ tensions between embracing professional loyalty and experiences of trauma and exclusion due to their identities. Moreover, interviewees underscore the complex political and economic factors that reinforce their loyalty, including proximity to neoliberal economic ideals such as attractive wages and perceived prestige. Overall, we argue that Lesbian and Gay officers’ loyalty to policing obfuscates larger neoliberal economic failings and reinforces social and political differences.more » « less
-
Autism spectrum disorder (ASD) is a neurodevelopmental syndrome characterized by impairments in social perception and communication. Growing evidence suggests that the relationship between deficits in social perception and ASD may extend into the neurotypical population. In electroencephalography (EEG), high autism-spectrum traits in both ASD and neurotypical samples are associated with changes to the mu rhythm, an alpha-band (8–12 Hz) oscillation measured over sensorimotor cortex which typically shows reductions in spectral power during both one’s own movements and observation of others’ actions. This mu suppression is thought to reflect integration of perceptual and motor representations for understanding of others’ mental states, which may be disrupted in individuals with autism-spectrum traits. However, because spectral power is usually quantified at the group level, it has limited usefulness for characterizing individual variation in the mu rhythm, particularly with respect to autism-spectrum traits. Instead, individual peak frequency may provide a better measure of mu rhythm variability across participants. Previous developmental studies have linked ASD to slowing of individual peak frequency in the alpha band, or peak alpha frequency (PAF), predominantly associated with selective attention. Yet individual variability in the peak mu frequency (PMF) remains largely unexplored, particularly with respect to autism-spectrum traits. Here we quantified peak frequency of occipitoparietal alpha and sensorimotor mu rhythms across neurotypical individuals as a function of autism-spectrum traits. High-density 128-channel EEG data were collected from 60 participants while they completed two tasks previously reported to reliably index the sensorimotor mu rhythm: motor execution (bimanual finger tapping) and action observation (viewing of whole-body human movements). We found that individual measurement in the peak oscillatory frequency of the mu rhythm was highly reliable within participants, was not driven by resting vs. task states, and showed good correlation across action execution and observation tasks. Within our neurotypical sample, higher autism-spectrum traits were associated with slowing of the PMF, as predicted. This effect was not likely explained by volume conduction of the occipitoparietal PAF associated with attention. Together, these data support individual peak oscillatory alpha-band frequency as a correlate of autism-spectrum traits, warranting further research with larger samples and clinical populations.more » « less
-
Abstract Tracking students’ learning states to provide tailored learner support is a critical element of an adaptive learning system. This study explores how an automatic assessment is capable of tracking learners’ cognitive and emotional states during virtual reality (VR)‐based representational‐flexibility training. This VR‐based training program aims to promote the flexibility of adolescents with autism spectrum disorder (ASD) in interpreting, selecting and creating multimodal representations during STEM‐related design problem solving. For the automatic assessment, we used both natural language processing (NLP) and machine‐learning techniques to develop a multi‐label classification model. We then trained the model with the data from a total of audio‐ and video‐recorded 66 training sessions of four adolescents with ASD. To validate the model, we implemented both k‐fold cross‐validations and the manual evaluations by expert reviewers. The study finding suggests the feasibility of implementing the NLP and machine‐learning driven automatic assessment to track and assess the cognitive and emotional states of individuals with ASD during VR‐based flexibility training. The study finding also denotes the importance and viability of providing adaptive supports to maintain learners’ cognitive and affective engagement in a highly interactive digital learning environment.more » « less
-
This article employs a sociomaterial perspective adapted from information systems and management studies to examine the potential impact of body worn cameras (BWCs) on police organisations. Based on 42 semi-structured interviews with police employees, the study illustrates how wearable camera technology is seen to ‘afford’ officers and agencies the ability to modify their work routines. Further, these modifications occur in conjunction with particular dimensions of body camera system’s material agency. Through the performativity of video recording devices to move, see, hear, and record, officers report altering how they approach patrol work by displacing certain tasks onto their material associates, which allows them to better carry out their duties. Through the interoperability of the cloud storage systems, departments describe being able to reorganise critical information processing routines in support of criminal prosecutions. Through the objectivity of the digital files produced by body-worn camera systems, departments note effortlessly creating packets of events bearing the impression of truth and legitimacy with which they are able to more easily resolve citizen complaints. These findings underscore the importance of remaining attentive to the materiality of technology in policing and law enforcement research.more » « less