[en] Conversational agents (CAs) that deliver proactive interventions can benefit users by reducing their cognitive workload and improving performance. However, little is known regarding how such interventions would impact users' reflection on choices in voice-only decision-making tasks. We conducted a within-subjects experiment to evaluate the effect of CA's feedback delivery strategy at three levels (no feedback, unsolicited and solicited feedback) and the impact on users' likelihood of changing their choices in an interactive food ordering scenario. We discovered that in both feedback conditions the CA was perceived to be significantly more persuasive than in the baseline condition, while being perceived as significantly less confident. Interestingly, while unsolicited feedback was perceived as less appropriate than the baseline, both types of proactive feedback led participants to relisten and reconsider menu options significantly more often. Our results provide insights regarding the impact of proactive feedback on CA perception and user's reflection in decision-making tasks, thereby paving a new way for designing proactive CAs.
Disciplines :
Sciences informatiques
Auteur, co-auteur :
DUBIEL, Mateusz ; University of Luxembourg > Faculty of Science, Technology and Medicine (FSTM) > Department of Computer Science (DCS)
LEIVA, Luis A. ; University of Luxembourg > Faculty of Science, Technology and Medicine (FSTM) > Department of Computer Science (DCS)
BONGARD-BLANCHY, Kerstin; Luxembourg Media and Digital Design Center
SERGEEVA, Anastasia ; University of Luxembourg > Faculty of Humanities, Education and Social Sciences (FHSE) > Department of Behavioural and Cognitive Sciences (DBCS) > Lifespan Development, Family and Culture
Co-auteurs externes :
yes
Langue du document :
Anglais
Titre :
"Hey Genie, You Got Me Thinking about My Menu Choices!" Impact of Proactive Feedback on User Perception and Reflection in Decision-making Tasks
HE - 101071147 - SYMBIOTIK - Context-aware adaptive visualizations for critical decision making
Projet FnR :
IPBG2020/IS/14839977/C21, IS/14717072
Organisme subsidiant :
Horizon 2020 FET program of the European Union European Innovation Council Pathfinder Luxembourg’s National Research Fund European Union
Subventionnement (détails) :
This research was supported by the Horizon 2020 FET program of the European Union (Grant CHIST-ERA-20-BCI-001), the European Innovation Council Pathfinder program (SYMBIOTIK project, Grant 101071147), and Luxembourg's National Research Fund (FNR) through Grants IPBG2020/IS/14839977/C21 and IS/14717072. We thank Eliott Bonte for his help with transcribing participants' dialogues.This research was supported by the Horizon 2020 FET program of the European Union (Grant CHIST-ERA-20-BCI-001), the European Innovation Council Pathfinder program (SYMBIOTIK project, Grant 101071147), and Luxembourg\u2019s National Research Fund (FNR) through Grants IPBG2020/IS/14839977/C21 and IS/14717072.
Martin Adam, Michael Wessel, and Alexander Benlian. 2021. AI-based chatbots in customer service and their effects on user compliance. Electronic Markets 31, 2 (2021), 427-445.
Hugues A. Mehenni, Sofiya Kobylyanskaya, Ioana Vasilescu, and Laurence Devillers. 2021. Nudges with conversational agents and social robots: A first experiment with children at a primary school. In Conversational Dialogue Systems for the Next Decade. Luis Fernando D'Haro, Zoraida Callejas and Satoshi Nakamura (Eds.), Springer Singapore, 257-270.
Sultan Almoallim and Corina Sas. 2022. Functionalities review of digital wellbeing apps: Towards research-informed design implications for interventions limiting smartphone use. JMIR Form Res 6 (2022), e31730.
Tawfiq Ammari, Jofish Kaye, Janice Y Tsai, and Frank Bentley. 2019. Music, search, and IoT: How people (really) use voice assistants. ACM Transactions on Computer-Human Interaction (TOCHI) 26, 3 (2019), 17-1.
Theo Araujo, Natali Helberger, Sanne Kruikemeier, and Claes H. De Vreese. 2020. In AI we trust? Perceptions about automated decision-making by artificial intelligence. AI & Society 35, 3 (2020), 611-623.
Solomon E Asch and Henri Zukier. 1984. Thinking about persons. Journal of Personality and Social Psychology 46, 6 (1984), 1230.
Simone Balloccu, Ehud Reiter, Matteo G. Collu, Federico Sanna, Manuela Sanguinetti, and Maurizio Atzori. 2021. Unaddressed challenges in persuasive dieting chatbots. In Adjunct Proceedings of the 29th ACM Conference on User Modeling, Adaptation and Personalization, 392-395.
Albert Bandura. 1986. Social foundations of thought and action. Englewood Cliffs, NJ 1986, 23-28 (1986), 2.
Sanchayan Banerjee and Peter John. 2024. Nudge plus: Incorporating reflection into behavioral public policy. Behavioural Public Policy 8, 1 (2024), 69-84.
Eric P. S. Baumer, Vera Khovanskaya, Mark Matthews, Lindsay Reynolds, Victoria Schwanda Sosik, and Geri Gay. 2014. Reviewing reflection: on the use of reflection in interactive system design. In Proceedings of the 2014 Conference on Designing Interactive Systems, 93-102.
Austin Beattie, Autumn P. Edwards, and Chad Edwards. 2020. A bot and a smile: Interpersonal impressions of chatbots and humans using emoji in computer-mediated communication. Communication Studies 71, 3 (2020), 409-427.
Marit Bentvelzen, Pawel W. Wozniak, Pia S. F. Herbes, Evropi Stefanidi, and Jasmin Niess. 2022. Revisiting reflection in HCI: Four design resources for technologies that support reflection. Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies 6, 1 (2022), 1-27.
Kirsten Bergmann, Friederike Eyssel, and Stefan Kopp. 2012. A second chance to make a first impression? How appearance and nonverbal behavior affect perceived warmth and competence of virtual agents over time. In Proceedings of the 12th International Conference on Intelligent Virtual Agents (IVA '12). Springer, 126-138.
Markus Blut, Cheng Wang, Nancy V. Wünderlich, and Christian Brock. 2021. Understanding anthropomorphism in service provision: A meta-analysis of physical robots, chatbots, and other AI. Journal of the Academy of Marketing Science 49 (2021), 632-658.
Zana Buçinca, Maja Barbara Malaya, and Krzysztof Z Gajos. 2021. To trust or to think: cognitive forcing functions can reduce overreliance on AI in AI-assisted decision-making. Proceedings of the ACM on Human-Computer Interaction 5, CSCW1 (2021), 1-21.
Angelo Cafaro, Hannes Högni Vilhjálmsson, Timothy Bickmore, Dirk Heylen, Kamilla Rún Jóhannsdóttir, and Gunnar Steinn Valgaresson. 2012. First impressions: Users' judgments of virtual agents' personality and interpersonal attitude in first encounters. In Proceedings of the 12th International Conference on Intelligent Virtual Agents (IVA '12). Springer, 67-80.
Zoraida Callejas and David Griol. 2021. Conversational agents for mental health and wellbeing. In Dialog Systems: A Perspective from Language, Logic and Computation. T. Lopez-Soto (Ed.), Springer, 219-244.
Yulia E Chentsova Dutton. 2012. Butting in vs. being a friend: Cultural differences and similarities in the evaluation of imposed social support. The Journal of Social Psychology 152, 4 (2012), 493-509.
Michael Chourdakis, Thrasivoulos Tzellos, Chryssa Pourzitaki, Konstantinos A. Toulis, George Papazisis, and Dimitrios Kouvelas. 2011. Evaluation of dietary habits and assessment of cardiovascular disease risk factors among Greek university students. Appetite 57, 2 (2011), 377-383.
Robert Cialdini. 2016. Pre-Suasion: A Revolutionary Way to Influence and Persuade. Simon and Schuster.
Leigh Clark, Nadia Pantidi, Orla Cooney, Philip Doyle, Diego Garaialde, Justin Edwards, Brendan Spillane, Emer Gilmartin, Christine Murad, Cosmin Munteanu, et al. 2019. What makes a good conversation? Challenges in designing truly conversational agents. In Proceedings of the 2019 CHI Conference on Human Factors in Computing Systems, 1-12.
N. A. J. Cornelissen, R. J. M. van Eerdt, H. K. Schraffenberger, and Willem F. G. Haselager. 2022. Reflection machines: Increasing meaningful human control over decision support systems. Ethics and Information Technology 24, 2 (2022), 19.
Anna L. Cox, Sandy J.J. Gould, Marta E. Cecchinato, Ioanna Iacovides, and Ian Renfree. 2016. Design frictions for mindful interactions: The case for microboundaries. In Proceedings of the 2016 CHI Conference Extended Abstracts on Human Factors in Computing Systems. ACM, 1389-1397.
Nils Dahlbäck, Arne Jönsson, and Lars Ahrenberg. 1993. Wizard of Oz studies-Why and how. Knowledge-Based Systems 6, 4 (1993), 258-266.
Kahneman Daniel. 2017. Thinking, Fast and Slow, Macmillan.
Valdemar Danry, Pat Pataranutaporn, Yaoli Mao, and Pattie Maes. 2023. Don't just tell me, ask me: AI systems that intelligently frame explanations as questions improve human logical discernment accuracy over causal AI explanations. In Proceedings of the 2023 CHI Conference on Human Factors in Computing Systems, 1-13.
Janna T. Deelstra, Maria C. W. Peeters, Wilmar B. Schaufeli, Wolfgang Stroebe, Fred R. H. Zijlstra, and Lorenz P. Van Doornen. 2003. Receiving instrumental support at work: When help is not welcome. Journal of applied psychology 88, 2 (2003), 324.
Giada Di Stefano, Francesca Gino, Gary P. Pisano, Bradley Staats, and Giada Di-Stefano. 2014. Learning by Thinking: How Reflection Aids Performance. Harvard Business School, Boston, MA.
Tiffany D. Do, Ryan P. McMahan, and Pamela J. Wisniewski. 2022. A new uncanny valley? The effects of speech fidelity and human listener gender on social perceptions of a virtual-human speaker. In Proceedings of the CHI Conference on Human Factors in Computing Systems, 1-11.
Philip R. Doyle, Justin Edwards, Odile Dumbleton, Leigh Clark, and Benjamin R. Cowan. 2019. Mapping perceptions of humanness in intelligent personal assistant interaction. In Proceedings of the 21st International Conference on Human-Computer Interaction with Mobile Devices and Services, 1-12.
Mateusz Dubiel, Sylvain Daronnat, and Luis A. Leiva. 2022. Conversational agents trust calibration: A user-centred perspective to design. In Proceedings of the 4th Conference on Conversational User Interfaces, 1-6.
Mateusz Dubiel, Martin Halvey, and Leif Azzopardi. 2018. A survey investigating usage of virtual personal assistants. arXiv:1807.04606. Retrieved from https://doi.org/10.48550/arXiv.1807.04606
Mateusz Dubiel, Martin Halvey, Pilar O. Gallegos, and Simon King. 2020. Persuasive synthetic speech: Voice perception and user behaviour. In Proceedings of the 2nd Conference on Conversational User Interfaces, 1-9.
Mateusz Dubiel, Anastasia Sergeeva, and Luis A. Leiva. 2024. Impact of voice fidelity on decision making: A potential dark pattern?. In Proceedings of the 29th International Conference on Intelligent User Interfaces, 181-194.
Chad Edwards, Autumn Edwards, Fatima Albrehi, and Patric Spence. 2021. Interpersonal impressions of a social robot versus human in the context of performance evaluations. Communication Education 70, 2 (2021), 165-182.
Justin Edwards, Christian Janssen, Sandy Gould, and Benjamin R. Cowan. 2021. Eliciting spoken interruptions to inform proactive speech agent design. In Proceedings of the 3rd Conference on Conversational User Interfaces (CUI '21), 1-12.
Christos Efthymiou and Martin Halvey. 2016. Evaluating the social acceptability of voice based smartwatch search. In Information Retrieval Technology: 12th Asia Information Retrieval Societies Conference, AIRS 2016, Beijing, China, November 30-December 2, 2016, Proceedings 12. Springer, 267-278.
Ayoub E. Majjodi, Alain D. Starke, and Christoph Trattner. 2022. Nudging towards health? Examining the merits of nutrition labels and personalization in a recipe recommender system. In Proceedings of the 30th ACM Conference on User Modeling, Adaptation and Personalization, 48-56.
Isaac Elias, Heiga Zen, Jonathan Shen, Yu Zhang, Jia Ye, R. J. Skerry-Ryan, and Yonghui Wu. 2021. Parallel tacotron 2: A non-autoregressive neural TTS model with differentiable duration modeling. arXiv.2103.14574. Retrieved from https://doi.org/10.48550/arXiv.2103.14574
Aaron C. Elkins and Douglas C. Derrick. 2013. The sound of trust: Voice as a measurement of trust during interactions with embodied conversational agents. Group Decision and Negotiation 22, 5 (2013), 897-913.
Michael Eraut∗. 2004. Informal learning in the workplace. Studies in Continuing Education 26, 2 (2004), 247-273.
Russell H. Fazio. 1990. A practical guide to the use of response latency in social psychological research. (1990). In Research Methods in Personality and Social Psychology. C. Hendrick & M. S. Clark (Eds.), Sage Publications, Inc., 74-97.
Tom Feltwell, Gavin Wood, Phillip Brooker, Scarlett Rowland, Eric P. S. Baumer, Kiel Long, John Vines, Julie Barnett, and Shaun Lawson. 2020. Broadening exposure to socio-political opinions via a pushy smart home device. In Proceedings of the 2020 CHI Conference on Human Factors in Computing Systems, 1-14.
Carlos Flavián, Miguel Guinalíu, and Raquel Gurrea. 2006. The role played by perceived usability, satisfaction and consumer trust on website loyalty. Information & Management 43, 1 (2006), 1-14.
Brian J. Fogg. 2002. Persuasive technology: Using computers to change what we think and do. Ubiquity 2002 (December 2002), 2.
Krzysztof Z, Gajos and Lena Mamykina. 2022. Do people engage cognitively with AI? Impact of AI assistance on incidental learning. In Proceedings of the 27th International Conference on Intelligent User Interfaces, 794-806.
Anais Garrell, Michael Villamizar, Francesc Moreno-Noguer, and Alberto Sanfeliu. 2017. Teaching robot's proactive behavior using human assistance. International Journal of Social Robotics 9, 2 (2017), 231-249.
Aimi Shazwani Ghazali, Jaap Ham, Emilia Barakova, and Panos Markopoulos. 2019. Assessing the effect of persuasive robots interactive social cues on users' psychological reactance, liking, trusting beliefs and compliance. Advanced Robotics 33, 7-8 (2019), 325-337.
Andrew Gibiansky, Sercan Arik, Gregory Diamos, John Miller, Kainan Peng, Wei Ping, Jonathan Raiman, and Yanqi Zhou. 2017. Deep voice 2: Multi-speaker neural text-to-speech. In Proceedings of the Advances in Neural Information Processing Systems, Vol. 30, 1-9.
Ella Glikson and Anita W. Woolley. 2020. Human trust in artificial intelligence: Review of empirical research. Academy of Management Annals 14, 2 (2020), 627-660.
Kate Goddard, Abdul Roudsari, and Jeremy C. Wyatt. 2011. Automation bias-A hidden issue for clinical decision support system use. International Perspectives in Health Informatics 164 (2011), 17-22.
Lewis R. Goldberg. 2013. An alternative "description of personality": The big-five factor structure. In Personality and Personality Disorders. Routledge, 34-47.
Daena J. Goldsmith. 2000. Soliciting advice: The role of sequential placement in mitigating face threat. Communications Monographs 67, 1 (2000), 1-19.
Arthur Graesser, Sidney D'Mello, Patrick Chipman, Brandon King, and Bethany McDaniel. 2007. Exploring relationships between affect and learning with AutoTutor. In Proceedings of the International Conference on AIED, 16-23.
Pamela Grimm. 2010. Social desirability bias. Wiley International Encyclopedia of Marketing.
Ted Grover, Kael Rowan, Jina Suh, Daniel McDuff, and Mary Czerwinski. 2020. Design and evaluation of intelligent agent prototypes for assistance with focus and productivity at work. In Proceedings of the 25th International Conference on Intelligent User Interfaces, 390-400.
Siddharth Gulati, Sonia Sousa, and David Lamas. 2019. Design, development and evaluation of a human-computer trust scale. Behaviour & Information Technology 38, 10 (2019), 1004-1015.
Yunha Han, Hwiyeon Kim, Hyeshin Chu, Joohee Kim, Hyunwook Lee, Seunghyeong Choe, Dooyoung Jung, Dongil Chung, Bum Chul Kwon, and Sungahn Ko. 2021. Wait, let's think about your purchase again: A study on interventions for supporting self-controlled online purchases. In Proceedings of the Web Conference 2021, 2476-2487.
Tianzhi He, Farrokh Jazizadeh, and Laura Arpan. 2022. AI-powered virtual assistants nudging occupants for energy saving: proactive smart speakers for HVAC control. Building Research & Information 50, 4 (2022), 394-409.
Iris Hendrickx, Federica Cena, Erkan Basar, Luigi Di Caro, Florian Kunneman, Elena Musi, Cataldo Musto, Amon Rapp, and Jelte van Waterschoot. 2021. Towards a new generation of personalized intelligent conversational agents. In Adjunct Proceedings of the 29th ACM Conference on User Modeling, Adaptation and Personalization, 373-374.
Kevin Anthony Hoff and Masooda Bashir. 2015. Trust in automation: Integrating empirical evidence on factors that influence trust. Human factors 57, 3 (2015), 407-434.
Guy Hoffman, Gurit E. Birnbaum, Keinan Vanunu, Omri Sass, and Harry T. Reis. 2014. Robot responsiveness to human disclosure affects social impression and appeal. In Proceedings of the 2014 ACM/IEEE International Conference on Human-Robot Interaction, 1-8.
Kate S. Hone and Robert Graham. 2000. Towards a tool for the subjective assessment of speech system interfaces (SASSI). Natural Language Engineering 6, 3-4 (2000), 287-303.
Sung-Mook Hong and Salvatora Faedda. 1996. Refinement of the Hong psychological reactance scale. Educational and Psychological Measurement 56, 1 (1996), 173-182.
Yusuke Kato, Takayuki Kanda, and Hiroshi Ishiguro. 2015. May i help you?-design of human-like polite approaching behavior. In Proceedings of the 10th ACM/IEEE International Conference on Human-Robot Interaction (HRI '15). IEEE, 35-42.
Alice Kerly, Richard Ellis, and Susan Bull. 2007. CALMsystem: A conversational agent for learner modelling. In International Conference on Innovative Techniques and Applications of Artificial Intelligence. Springer, 89-102.
Ahyeon Kim, Minha Cho, Jungyong Ahn, and Yongjun Sung. 2019. Effects of gender and relationship type on the response to artificial intelligence. Cyberpsychology, Behavior, and Social Networking 22, 4 (2019), 249-253.
Everlyne Kimani, Kael Rowan, Daniel McDuff, Mary Czerwinski, and Gloria Mark. 2019. A conversational agent in support of productivity and wellbeing at work. In Proceedings of the 8th international conference on affective computing and intelligent interaction (ACII '19). IEEE, 1-7.
Johannes Kizach. 2014. Analyzing Likert-scale data with mixed-effects linear models: A simulation study. Poster Presented at Linguistic Evidence 2014, Tübingen, Germany.
Rafal Kocielnik, Daniel Avrahami, Jennifer Marlow, Di Lu, and Gary Hsieh. 2018. Designing for workplace reflection: a chat and voice-based conversational agent. In Proceedings of the 2018 Designing Interactive Systems Conference, 881-894.
Rafal Kocielnik, Gary Hsieh, and Daniel Avrahami. 2018. Helping users reflect on their own health-related behaviors. In Studies in Conversational UX Design. R. Moore, M. Szymanski, R. Arar, and G. J. Ren (Eds.), 85-115.
Rafal Kocielnik, Lillian Xiao, Daniel Avrahami, and Gary Hsieh. 2018. Reflection companion: A conversational system for engaging users in reflection on physical activity. Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies 2, 2 (2018), 1-26.
Matthias Kraus, Nicolas Wagner, and Wolfgang Minker. 2020. Effects of proactive dialogue strategies on humancomputer trust. In Proceedings of the 28th ACM Conference on User Modeling, Adaptation and Personalization, 107-116.
Matthias Kraus, Nicolas Wagner, Nico Untereiner, and Wolfgang Minker. 2022. Including social expectations for trustworthy proactive human-robot dialogue. In Proceedings of the 30th ACM Conference on User Modeling, Adaptation and Personalization, 23-33.
Katharina Kühne, Martin H. Fischer, and Yuefang Zhou. 2020. The human takes it all: Humanlike synthesized voices are perceived as less eerie and more likable. Evidence from a subjective ratings study. Frontiers in Neurorobotics 14 (2020), 105.
Dominika Kwasnicka, Stephan U. Dombrowski, Martin White, and Falko Sniehotta. 2016. Theoretical explanations for maintenance of behaviour change: a systematic review of behaviour theories. Health Psychology Review 10, 3 (2016), 277-296.
Eun-Ju Lee. 2010. What triggers social responses to flattering computers? Experimental tests of anthropomorphism and mindlessness explanations. Communication Research 37, 2 (2010), 191-214.
John D. Lee and Katrina A. See. 2004. Trust in automation: Designing for appropriate reliance. Human Factors 46, 1 (2004), 50-80.
James R. Lewis. 2016. Standardized questionnaires for voice interaction design. Voice Interaction Design 1, 1 (2016), 1-16.
Michael Lewis, Katia Sycara, and Phillip Walker. 2018. The role of trust in human-robot interaction. In Foundations of Trusted Autonomy. Springer, Cham, 135-159.
Zhuoyang Li, Minhui Liang, Hai Trung Le, Ray Lc, and Yuhan Luo. 2023. Exploring design opportunities for reflective conversational agents to reduce compulsive smartphone use. In Proceedings of the 5th International Conference on Conversational User Interfaces, 1-6.
Ewa Luger and Abigail Sellen. 2016. " Like having a really bad PA" the gulf between user expectation and experience of conversational agents. In Proceedings of the 2016 CHI Conference on Human Factors in Computing Systems, 5286-5297.
Michal Luria, Rebecca Zheng, Bennett Huffman, Shuangni Huang, John Zimmerman, and Jodi Forlizzi. 2020. Social boundaries for personal agents in the interpersonal space of the home. In Proceedings of the 2020 CHI Conference on Human Factors in Computing Systems, 1-12.
Erina L. MacGeorge, Bo Feng, Ginger L. Butler, and Sara K. Budarz. 2004. Understanding advice in supportive interactions: Beyond the facework and message evaluation paradigm. Human Communication Research 30, 1 (2004), 42-70.
Erina.L MacGeorge, Lisa M. Guntzviller, Lisa K. Hanasono, and Bo Feng. 2016. Testing advice response theory in interactions with friends. Communication Research 43, 2 (2016), 211-231.
Bertram F. Malle and Daniel Ullman. 2021. A multidimensional conception and measure of human-robot trust. In Trust in Human-Robot Interaction. Chang S. Nam and Joseph B. Lyons (Eds.), Elsevier, 3-25.
Janne A. Martikainen, Erkki J. O. Soini, David E. Laaksonen, and Leo Niskanen. 2011. Health economic consequences of reducing salt intake and replacing saturated fat with polyunsaturated fat in the adult Finnish population: Estimates based on the FINRISK and FINDIET studies. European journal of clinical nutrition 65, 10 (2011), 1148-1155.
Manolis Mavrikis, Beate Grawemeyer, Alice Hansen, and Sergio Gutierrez-Santos. 2014. Exploring the potential of speech recognition to support problem solving and reflection. In Proceedings of the European Conference on Technology Enhanced Learning. Springer, 263-276.
Richard E. Mayer. 2014. Principles based on social cues in multimedia learning: Personalization, voice, image, and embodiment principles. The Cambridge Handbook of Multimedia Learning 16 (2014), 345-370.
Philipp Mayring. 2004. Qualitative content analysis. A Companion to Qualitative Research 1, 2 (2004), 159-176.
Nora McDonald, Sarita Schoenebeck, and Andrea Forte. 2019. Reliability and inter-rater reliability in qualitative research: Norms and guidelines for CSCW and HCI practice. Proceedings of the ACM on Human-Computer Interaction 3, CSCW (2019), 1-23.
National Public Media. 2022. The Smart Audio Report - National Public Media - nationalpublicmedia.com. Retrieved January 09, 2023 from https://www.nationalpublicmedia.com/insights/reports/smart-audio-report/
Thomas Mejtoft, Sarah Hale, and Ulrik Söderström. 2019. Design friction. In Proceedings of the 31st European Conference on Cognitive Ergonomics, 41-44.
Tim Miller. 2023. Explainable AI is dead, long live explainable AI! Hypothesis-driven decision support using evaluative AI. In Proceedings of the 2023 ACM Conference on Fairness, Accountability, and Transparency, 333-342.
Adam S. Miner, Arnold Milstein, Stephen Schueller, Roshini Hegde, Christina Mangurian, and Eleni Linos. 2016. Smartphone-based conversational agents and responses to questions about mental health, interpersonal violence, and physical health. JAMA Internal Medicine 176, 5 (2016), 619-625.
Anca M. Miron and Jack W. Brehm. 2006. Reactance theory-40 years later. Zeitschrift für Sozialpsychologie 37, 1 (2006), 9-18.
John W. Mullennix, Steven E. Stern, Stephen J. Wilson, and Corrie-lynn Dyson. 2003. Social perception of male and female computer synthesized speech. Computers in Human Behavior 19, 4 (2003), 407-424.
Cataldo Musto, Alain D. Starke, Christoph Trattner, Amon Rapp, and Giovanni Semeraro. 2021. Exploring the effects of natural language justifications in food recommender systems. In Proceedings of the 29th ACM Conference on User Modeling, Adaptation and Personalization, 147-157.
Ha Nguyen. 2022. Examining teenagers' perceptions of conversational agents in learning settings. In Proceedings of the Interaction Design and Children, 374-381.
Robert Noggle. 2018. Manipulation, salience, and nudges. Bioethics 32, 3 (Mar 2018), 164-170.
Brian A. Nosek, Carlee B. Hawkins, and Rebecca S. Frazier. 2011. Implicit social cognition: From measures to mechanisms. Trends in Cognitive Sciences 15, 4 (2011), 152-159.
Thomas C. O'Guinn and Ronald J. Faber. 1989. Compulsive buying: A phenomenological exploration. Journal of Consumer Research 16, 2 (1989), 147-157.
Jeesun Oh, Wooseok Kim, Sungbae Kim, Hyeonjeong Im, and Sangsu Lee. 2024. Better to ask than assume: Proactive Voice assistants' communication strategies that respect user agency in a smart home environment. In Proceedings of the CHI Conference on Human Factors in Computing Systems, 1-17.
Gustavo Penha, Eyal Krikon, Vanessa Murdock, and Sandeep Avula. 2022. Helping Voice Shoppers Make Purchase Decisions. In Proceedings of the CHI Conference on Human Factors in Computing Systems Extended Abstracts. ACM, 1-8.
Melanie D. Polkosky and James R. Lewis. 2003. Expanding the MOS: Development and psychometric evaluation of the MOS-R and MOS-X. International Journal of Speech Technology 6, 2 (2003), 161-182.
Martin Porcheron, Joel E. Fischer, Stuart Reeves, and Sarah Sharples. 2018. Voice interfaces in everyday life. In Proceedings of the 2018 CHI Conference on Human Factors in Computing Systems, 1-12.
Martin Porcheron, Minha Lee, Birthe Nesset, Frode Guribye, Margot van der Goot, Roger K. Moore, Ricardo Usbeck, Ana Paiva, Catherine Pelachaud, Elayne Ruane, Björn Schuller, Guy Laban, Dimosthenis Kontogiorgos, Matthias Kraus, and Asbjørn Følstad. 2022. Definition, conceptualisation and measurement of trust. Dagstuhl Reports 11, 8 (2022), 101-105.
Lingyun Qiu and Izak Benbasat. 2009. Evaluating anthropomorphic product recommendation agents: A social relationship perspective to designing information systems. Journal of Management Information Systems 25, 4 (2009), 145-182.
Nicole Radziwill and Morgan Benton. 2017. Evaluating quality of chatbots and intelligent conversational agents. Software Quality Professional 19, 3 (2017), 25-36.
Aditya Ramesh, Mikhail Pavlov, Gabriel Goh, Scott Gray, Chelsea Voss, Alec Radford, Mark Chen, and Ilya Sutskever. 2021. Zero-shot text-to-image generation. In Proceedings of the International Conference on Machine Learning. PMLR, 8821-8831.
Leon Reicherts and Yvonne Rogers. 2020. Do make me think! How CUIs can support cognitive processes. In Proceedings of the 2nd Conference on Conversational User Interfaces, 1-4.
Leon Reicherts, Yvonne Rogers, Licia Capra, Ethan Wood, Tu Dinh Duong, and Neil Sebire. 2022. It's good to talk: A comparison of using voice versus screen-based interactions for agent-assisted tasks. ACM Transactions on Computer-Human Interaction 29, 3 (2022), 1-41.
Leon Reicherts, Nima Zargham, Michael Bonfert, Yvonne Rogers, and Rainer Malaka. 2021. May i interrupt? Diverging opinions on proactive smart speakers. In Proceedings of the 3rd Conference on Conversational User Interfaces (CUI '21), 1-10.
Chong E. Rhee and Junho Choi. 2020. Effects of personalization and social role in voice shopping: An experimental study on product recommendation by a conversational voice agent. Computers in Human Behavior 109 (2020), 106359.
Minjin Rheu, Ji Youn Shin, Wei Peng, and Jina Huh-Yoo. 2021. Systematic review: Trust-building factors and implications for conversational agent design. International Journal of Human-Computer Interaction 37, 1 (2021), 81-96.
Julian B. Rotter. 1980. Interpersonal trust, trustworthiness, and gullibility. American psychologist 35, 1 (1980), 1.
Holger Schielzeth, Niels J. Dingemanse, Shinichi Nakagawa, David F. Westneat, Hassen Allegue, Céline Teplitsky, Denis Réale, Ned A. Dochtermann, László Zsolt Garamszegi, and Yimen G. Araya-Ajoy. 2020. Robustness of linear mixed-effects models to violations of distributional assumptions. Methods in Ecology and Evolution 11, 9 (2020), 1141-1152.
Barry R. Schlenker and Mark R. Leary. 1982. Audiences' reactions to self-enhancing, self-denigrating, and accurate self-presentations. Journal of Experimental Social Psychology 18, 1 (1982), 89-104.
Lijiang Shen and James P. Dillard. 2005. Psychometric properties of the Hong psychological reactance scale. Journal of Personality Assessment 85, 1 (2005), 74-81.
Ben Shneiderman. 2020. Human-centered artificial intelligence: Three fresh ideas. AIS Transactions on Human- Computer Interaction 12, 3 (2020), 109-124.
Jacqui Smith and Jacqueline J. Goodnow. 1999. Unasked-for support and unsolicited advice: Age and the quality of social experience. Psychology and Aging 14, 1 (1999), 108.
Matthias Söllner, Axel Hoffmann, and Jan M. Leimeister. 2016. Why different trust relationships matter for information systems users. European Journal of Information Systems 25, 3 (2016), 274-287.
Binghai Sun, Xiajun Yu, Xuhui Yuan, Changkang Sun, and Weijian Li. 2021. The effect of social perspective-taking on interpersonal trust under the cooperative and competitive contexts: The mediating role of benevolence. Psychology Research and Behavior Management 14 (2021), 817.
Madiha Tabassum, Tomasz Kosinski, Alisa Frik, Nathan Malkin, Primal Wijesekera, Serge Egelman, and Heather Richter Lipford. 2019. Investigating users' preferences and expectations for always-listening voice assistants. Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies 3, 4 (2019), 1-23.
Vito Tassiello, Jack S. Tillotson, and Alexandra S. Rome. 2021. "Alexa, order me a pizza!": The mediating role of psychological power in the consumer-voice assistant interaction. Psychology & Marketing 38, 7 (2021), 1069-1080.
Richard H. Thaler and Cass R. Sunstein. 2009. Nudge: Improving Decisions About Health, Wealth, and Happiness. Penguin.
Christoph Trattner and David Elsweiler. 2017. Investigating the healthiness of internet-sourced recipes: Implications for meal planning and recommender systems. In Proceedings of the 26th International Conference on World Wide Web, 489-498.
Iis Tussyadiah and Graham Miller. 2019. Nudged by a robot: Responses to agency and feedback. Annals of Tourism Research 78 (2019), 102752.
Kathleen S. Verderber, Rudolph F. Verderber, and Cynthia Berryman-Fink. 2004. Inter-Act: Interpersonal Communication Concepts, Skills, and Contexts. Oxford University Press, New York.
Carla Viegas and Malihe Alikhani. 2021. Towards designing enthusiastic AI agents. In Proceedings of the 21st ACM International Conference on Intelligent Virtual Agents, 203-205.
Sarah T. Völkel, Daniel Buschek, Malin Eiband, Benjamin R Cowan, and Heinrich Hussmann. 2021. Eliciting and analysing users' envisioned dialogues with perfect voice assistants. In Proceedings of the 2021 CHI Conference on Human Factors in Computing Systems, 1-15.
Nicolas Wagner, Matthias Kraus, Niklas Rach, and Wolfgang Minker. 2021. How to address humans: System barge-in in multi-user HRI. In Increasing Naturalness and Flexibility in Spoken Dialogue Interaction. Erik Marchi, Sabato Marco Siniscalchi, Sandro Cumani, Valerio Mario Salerno and Haizhou Li (Eds.). Springer, 147-152.
Jing Wei, Tilman Dingler, and Vassilis Kostakos. 2021. Understanding user perceptions of proactive smart speakers. Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies 5, 4 (2021), 1-28.
Sunghwan Yi and Hans Baumgartner. 2011. Coping with guilt and shame in the impulse buying context. Journal of Economic Psychology 32, 3 (2011), 458-467.
Catherine Zanbaka, Paula Goolkasian, and Larry Hodges. 2006. Can a virtual cat persuade you? The role of gender and realism in speaker persuasiveness. In Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, 1153-1162.
Nima Zargham, Leon Reicherts, Michael Bonfert, Sarah T. Völkel, Johannes Schöning, Rainer Malaka, and Yvonne Rogers. 2022. Understanding circumstances for desirable proactive behaviour of voice assistants: The proactivity dilemma. In Proceedings of the 4th Conference on Conversational User Interfaces (CUI '22), 1-14.
James M. Zech, Morgan Johnson, Michael D. Pullmann, Thomas D. Hull, Tim Althoff, Sean A. Munson, Nicole Fridling, Boris Litvin, Jerilyn Wu, and Patricia A. Areán. 2023. An integrative engagement model of digital psychotherapy: Exploratory focus group findings. JMIR Formative Research 7 (2023), e41428.
