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Krausman A, Neubauer C, Forster D, Lakhmani S, Baker AL, Fitzhugh SM, Gremillion G, Wright JL, Metcalfe JS, Schaefer KE. Trust Measurement in Human-Autonomy Teams: Development of a Conceptual Toolkit. J Hum -Robot Interact 2022. [DOI: 10.1145/3530874] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Abstract
The rise in artificial intelligence capabilities in autonomy-enabled systems and robotics has pushed research to address the unique nature of human-autonomy team collaboration. The goal of these advanced technologies is to enable rapid decision making, enhance situation awareness, promote shared understanding, and improve team dynamics. Simultaneously, use of these technologies is expected to reduce risk to those who collaborate with these systems. Yet, for appropriate human- autonomy teaming to take place, especially as we move beyond dyadic partnerships, proper calibration of team trust is needed to effectively coordinate interactions during high-risk operations. But to meet this end, critical measures of team trust for this new dynamic of human-autonomy teams are needed. This paper seeks to expand on trust measurement principles and the foundation of human-autonomy teaming to propose a “toolkit” of novel methods that support the development, maintenance and calibration of trust in human-autonomy teams operating within uncertain, risky, and dynamic environments.
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Affiliation(s)
- Andrea Krausman
- US Army Combat Capabilities Development Command, Army Research Laboratory
| | - Catherine Neubauer
- US Army Combat Capabilities Development Command, Army Research Laboratory
| | - Daniel Forster
- US Army Combat Capabilities Development Command, Army Research Laboratory
| | - Shan Lakhmani
- US Army Combat Capabilities Development Command, Army Research Laboratory
| | - Anthony L Baker
- Oak Ridge Associated Universities, US Army Combat Capabilities Development Command, Army Research Laboratory
| | - Sean M. Fitzhugh
- US Army Combat Capabilities Development Command, Army Research Laboratory
| | - Gregory Gremillion
- US Army Combat Capabilities Development Command, Army Research Laboratory
| | - Julia L. Wright
- US Army Combat Capabilities Development Command, Army Research Laboratory
| | - Jason S. Metcalfe
- US Army Combat Capabilities Development Command, Army Research Laboratory
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McLamore Q, Leidner B, Park J, Hirschberger G, Li M, Reinhard D, Beals K. Strong hearts, open minds: Cardiovascular challenge predicts non-defensive responses to ingroup-perpetrated violence. Biol Psychol 2021; 161:108054. [PMID: 33610628 DOI: 10.1016/j.biopsycho.2021.108054] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2020] [Revised: 12/24/2020] [Accepted: 02/15/2021] [Indexed: 11/16/2022]
Abstract
Reminders of ingroup-perpetrated violence represent a psychological stressor that some people respond to defensively (e.g., justifying the violence), while others react non-defensively (e.g., accepting collective responsibility). To explain these divergent responses, we applied the biopsychosocial model of challenge and threat to the context of intergroup conflict. Participants (N = 130) read about either an ingroup (American) or outgroup (Australian) soldier torturing an Iranian captive. We recorded cardiovascular responses while participants video-recorded introductions to an Iranian confederate who they believed they would meet. In the ingroup (but not the outgroup) condition, cardiovascular responses of challenge (relative to threat) were associated with less psychological defensiveness of ingroup-perpetrated violence and greater support for diplomacy towards its victims. Self-reported challenge/threat appraisals demonstrated no such relationships. These findings suggest that motivational states of challenge and threat can differentiate defensive and non-defensive responses, and that these motivational states may be better captured with physiological rather than self-report measures.
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Affiliation(s)
| | | | | | | | - Mengyao Li
- University of Massachusetts, Amherst, USA; Max Planck Institute, Germany
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Zaehringer J, Jennen-Steinmetz C, Schmahl C, Ende G, Paret C. Psychophysiological Effects of Downregulating Negative Emotions: Insights From a Meta-Analysis of Healthy Adults. Front Psychol 2020; 11:470. [PMID: 32372993 PMCID: PMC7177019 DOI: 10.3389/fpsyg.2020.00470] [Citation(s) in RCA: 31] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2019] [Accepted: 02/28/2020] [Indexed: 12/23/2022] Open
Abstract
Assessing psychophysiological responses of emotion regulation is a cost-efficient way to quantify emotion regulation and to complement subjective report that may be biased. Previous studies have revealed inconsistent results complicating a sound interpretation of these findings. In the present study, we summarized the existing literature through a systematic search of articles. Meta-analyses were used to evaluate effect sizes of instructed downregulation strategies on common autonomic (electrodermal, respiratory, cardiovascular, and pupillometric) and electromyographic (corrugator activity, emotion-modulated startle) measures. Moderator analyses were conducted, with moderators including study design, emotion induction, control instruction and trial duration. We identified k = 78 studies each contributing multiple sub-samples and performed 23 meta-analyses for combinations of emotion regulation strategy and psychophysiological measure. Overall, results showed that effects of reappraisal and suppression on autonomic measures were highly inconsistent across studies with rather small mean effect sizes. Electromyography (startle and corrugator activity) showed medium effect sizes that were consistent across studies. Our findings highlight the diversity as well as the low level of standardization and comparability of research in this area. Significant moderation of effects by study design, trial duration, and control condition emphasizes the need for better standardization of methods. In addition, the small mean effect sizes resulting from our analyses on autonomic measures should be interpreted with caution. Findings corroborate the importance of multi-channel approaches.
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Affiliation(s)
- Jenny Zaehringer
- Department of Psychosomatic Medicine and Psychotherapy, Central Institute of Mental Health Mannheim, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany.,Department Neuroimaging, Central Institute of Mental Health Mannheim, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Christine Jennen-Steinmetz
- Department of Biostatistics, Central Institute of Mental Health Mannheim, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Christian Schmahl
- Department of Psychosomatic Medicine and Psychotherapy, Central Institute of Mental Health Mannheim, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany.,Department of Psychiatry, Schulich School of Medicine and Dentistry, Western University, London, ON, Canada
| | - Gabriele Ende
- Department Neuroimaging, Central Institute of Mental Health Mannheim, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Christian Paret
- Department of Psychosomatic Medicine and Psychotherapy, Central Institute of Mental Health Mannheim, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany.,Sagol Brain Institute, Wohl Institute for Advanced Imaging, Tel-Aviv Sourasky Medical Centre, Tel-Aviv, Israel
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