The DOI matches its Crossref record, with a small difference in title or year; 69 of the 69 references it cites were found in a registry or an index; 5 of the 40 sources its claims cite were checked for support.
"Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults
Open accessAbstract
As voice-based conversational agents such as Amazon Alexa and Google Assistant move into our homes, researchers have studied the corresponding privacy implications, embeddedness in these complex social environments, and use by specific user groups. Yet it is unknown how users categorize these devices: are they thought of as just another object, like a toaster? As a social companion? Though past work hints to human-like attributes that are ported onto these devices, the anthropomorphization of voice assistants has not been studied in depth. Through a study deploying Amazon Echo Dot Devices in the homes of older adults, we provide a preliminary assessment of how individuals 1) perceive having social interactions with the voice agent, and 2) ontologically categorize the voice assistants. Our discussion contributes to an understanding of how well-developed theories of anthropomorphism apply to voice assistants, such as how the socioemotional context of the user (e.g., loneliness) drives increased anthropomorphism. We conclude with recommendations for designing voice assistants with the ontological category in mind, as well as implications for the design of technologies for social companionship for older adults.
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5 of 40 cited sources checked · 2 supported · 1 flagged · accuracy not yet measured
At least one cited source doesn’t support this claim or points to a different paper, and none confirmed it — see the verdicts below.
In the paper
“Like work on robots [28], we find that the natural language conversation and the responsiveness of these devices is what make them social.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 3.2.1 Qualities of Interaction: Natural Language and Responsiveness.
What the sources say
- Disputedcites [28] 28. Raya A Jones. 2017. What makes a robot 'social'? Social Studies of Science 47, 4: 556-579. https://doi.org/10.1177/0306312717704722 sourceExperimental — accuracy not yet measured
In “Pinpointing robot sociality” (page unavailable), Jones distinguishes observable conversation from the dialogicality of a social act and says conversational turn-taking cannot create that quality. The paper treats conversational responsiveness as a feature of robot design, not as sufficient to make a robot social; it also excludes disembodied AIs from its working definition of social robots (“The HRI context,” page unavailable). (LLM, conf=0.85)
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In the paper
“On our first pass opencoding the transcripts, we found attributions of the device as human-like appearing throughout the data.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 3.3 Data Analysis
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In the paper
“There were instances when users' perceptions of Alexa did not clearly classify into “human-like” or “object-like””
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 3.1.3 Neither human nor object.
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In the paper
“We found that most participants in our study -all but P3 and P6 -used polite terms, such as “please” and “thank you” when using Alexa.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 3.1.2 Polite Behaviors and Personification.
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In the paper
“Like this previous work, all participants in our study referred to Alexa as “she” or “her” multiple times during interviews.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 3.1.1 Inconsistent Use of Personal Pronouns.
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In the paper
“Conversely, participants sometimes used object pronouns (e.g., “it”) when they were attributing human-like behavior to the device”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 3.1.1 Inconsistent Use of Personal Pronouns.
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In the paper
“Our findings indicate that one of the factors resulting in anthropomorphism of the voice assistant was a desire for social contact and affiliation.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 4.4 Social Interactions Using Conversational Voice Assistants for Older Adults
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In the paper
“Conversely, when participants felt as though the device was not responding to them specifically, they perceived the device to be more like an object.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 3.2.2
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In the paper
“In addition to the polite behavior described above, about half of the participants mentioned greeting Alexa at morning or at night.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 3.2.1 Qualities of Interaction: Natural Language and Responsiveness.
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In the paper
“Movement occurs based on factors specific to the characteristics of the voice assistant (such as nature of interaction) or the user (desire for social contact or affiliation), along with the location and moment of interaction.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 5 CONCLUSIONS
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In the paper
“Our findings indicate that participants in this study personify and objectify voice assistants, sometimes within the same sentence.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 4.1 Applying Theories of Anthropomorphism to Conversational Voice Assistants
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In the paper
“Most participants described the presence of Alexa in terms of having someone in their homes.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 3.2.3 Changes over the Longer Term, Location and from Moment to Moment.
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In the paper
“Our findings indicate that instead of straightforwardly categorizing the voice assistant as”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 5 CONCLUSIONS
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In the paper
“Our work indicates that someone who is more in need of social contact may be more likely to personify a technology and at times seek social connection through it.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 4.4 Social Interactions Using Conversational Voice Assistants for Older Adults
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In the paper
“In addition to physical proximity affecting whether the device is particularly human-like or object-like, moments of interaction also move perceptions of the device from one category to another.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 3.2.3 Changes over the Longer Term, Location and from Moment to Moment.
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In the paper
“P4, and other participants (P2, P3) expressed personification of the device when discussing the lack of social interaction in the house.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > "And it calls my name, "Good morning
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In the paper
“Further, we found that not all participants desire the female voice trait for the voice assistant.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 4.2 Ontological Categorization of Voice Assistants
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In the paper
“Over the course of the study, participants' perceptions of where Alexa fit in terms of ontological categorization shifted.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 3.2.3 Changes over the Longer Term, Location and from Moment to Moment.
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In the paper
“Those participants that described the desire for contact actually said that talking to Alexa alleviated their loneliness at home -more in regards to moments of loneliness, rather than a global feeling of loneliness.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 4.4 Social Interactions Using Conversational Voice Assistants for Older Adults
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIn the paper
“At the same time, we also find that people's perception of Alexa does not continuously exist in an 'inbetween' category (suggested by Kahn et al. [30]), but rather, fluidly move between human and object like perceptions.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 4.2 Ontological Categorization of Voice Assistants
What the sources say
- Not checked — no full text of the sourcecites [30] 30. Peter H. Kahn Jr., Aimee L. Reichert, Heather E. Gary, Takayuki Kanda, Hiroshi Ishiguro, Solace Shen, Jolina H. Ruckert, and Brian Gill. 2011. The New Ontological Category Hypothesis in Human-robot Interaction. In Proceedings of the 6th International Conference on Human-robot Interaction (HRI '11), 159-160. https://doi.org/10.1145/1957656.1957710 source
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In the paper
“Individuals seem to arrive at categorizations over time and with sustained use of the voice assistant.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 5 CONCLUSIONS
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In the paper
“For P7, Alexa was more like a phone than someone in the room at times when the device did not seem to be accessible.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 3.2.3 Changes over the Longer Term, Location and from Moment to Moment.
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In the paper
“Instances of companionship through the embodied voice assistant surfaced in our analysis”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 5 CONCLUSIONS
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In the paper
“We find that the physical location of the device and its embeddedness in the home environment matters.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 4.3 Embodiment and Embeddedness of Voice Assistants
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In the paper
“Participants described how having an interface that used natural ways of conversing led to them to perceive Alexa as a friend.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 3.2.1 Qualities of Interaction: Natural Language and Responsiveness.
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The physical location of Alexa also affects these perceptions.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 3.2.3 Changes over the Longer Term, Location and from Moment to Moment.
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Some participants mentioned that Alexa lacked responsiveness at times, leading them to see it as object-like.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 3.2.1 Qualities of Interaction: Natural Language and Responsiveness.
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In the paper
“Here, having someone to say goodnight in the home, in the context of going to bed, was important -location and context is a topic we return to below.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > "And it calls my name, "Good morning
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In the paper
“For example, one participant described not using the voice assistant from the adjacent kitchen, although physically, the kitchen was within the hearing range of the voice assistant.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 4.3 Embodiment and Embeddedness of Voice Assistants
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In the paper
“Our findings reveal that even if designers purposefully create personas to cultivate a particular desired user experience, the same voice assistant persona will be perceived differently by different users.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 4.2 Ontological Categorization of Voice Assistants
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In the paper
“But these forms of conversation were not viewed as equally important by all, with people desiring companionship more likely to value the device as a companion.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > "And it calls my name, "Good morning
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In the paper
“It is important to note that all these participants lived alone.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > "And it calls my name, "Good morning
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In the paper
“Participants sometimes made disclaimers indicating their recognition of this uneasy categorization, such as,”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 5 CONCLUSIONS
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In the paper
“P6 voiced a similar discomfort:”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 5 CONCLUSIONS
Strength:plain· not yet calibratedSingle caseTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesA claim is checked only against the cited paper’s full text, never its abstract, and none is available for its sources.
In the paper
“However, the usage examples described above suggests that the link between using “she” or “her” and the personification of the voice assistant is not as clear as past literature indicates.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 3.1.1 Inconsistent Use of Personal Pronouns.
What the sources say
- Not checked — no full text of the sourcecites [46] 46. Yuting Liao, Jessica Vitak, Priya Kumar, Michael Zimmer, and Katherine Kritikos. 2019. Understanding the Role of Privacy and Trust in Intelligent Personal Assistant Adoption. In Information in Contemporary Society (Lecture Notes in Computer Science), 102-113. source
- Not checked — no full text of the sourcecites [57] 57. Alisha Pradhan, Kanika Mehta, and Leah Findlater. 2018. "Accessibility Came by Accident": Use of Voice-Controlled Intelligent Personal Assistants by People with Disabilities. In Proceedings of the 2018 CHI Conference on Human Factors in Computing Systems (CHI '18), 459:1-459:13. https://doi.org/10.1145/3173574.3174033 source
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“However, these references did not necessarily indicate anthropomorphism.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 3.1.1 Inconsistent Use of Personal Pronouns.
Load-bearingStrength:hedged· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA claim is checked only against the cited paper’s full text, never its abstract, and none is available for its sources.
In the paper
“Collectively, this background work highlights that users have often personified voice assistants in smart speakers such as Alexa and have attributed the agent to be a “companion” or “friend”.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 2.2 Anthropomorphism of Technology
What the sources say
- Not checked — no full text of the sourcecites [46] 46. Yuting Liao, Jessica Vitak, Priya Kumar, Michael Zimmer, and Katherine Kritikos. 2019. Understanding the Role of Privacy and Trust in Intelligent Personal Assistant Adoption. In Information in Contemporary Society (Lecture Notes in Computer Science), 102-113. source
- Not checked — no full text of the sourcecites [56] 56. François Portet, Michel Vacher, Caroline Golanski, Camille Roux, and Brigitte Meillon. 2013. Design and evaluation of a smart home voice interface for the elderly: acceptability and objection aspects. Personal and Ubiquitous Computing 17, 1: 127-144. https://doi.org/10.1007/s00779-011-0470-5 source
- Not checked — no full text of the sourcecites [57] 57. Alisha Pradhan, Kanika Mehta, and Leah Findlater. 2018. "Accessibility Came by Accident": Use of Voice-Controlled Intelligent Personal Assistants by People with Disabilities. In Proceedings of the 2018 CHI Conference on Human Factors in Computing Systems (CHI '18), 459:1-459:13. https://doi.org/10.1145/3173574.3174033 source
- Not checked — no full text of the sourcecites [62] 62. Anara Sandygulova and Gregory MP O'Hare. 2018. Age-related Differences in Children's Associations and Preferences for a Robot's Gender. In Companion of the 2018 ACM/IEEE International Conference on Human-Robot Interaction - HRI '18, 235-236. https://doi.org/10.1145/3173386.3177077 source
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“This suggests that users might not binarily classify voice assistants as humanlike or object-like”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 3.1.1 Inconsistent Use of Personal Pronouns.
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIn the paper
“Thinking about Alexa as its own category of being resembles Kahn et al.'s hypothesis of how people see robots as “in-between” human and object [30].”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 3.1.3 Neither human nor object.
What the sources say
- Not checked — no full text of the sourcecites [30] 30. Peter H. Kahn Jr., Aimee L. Reichert, Heather E. Gary, Takayuki Kanda, Hiroshi Ishiguro, Solace Shen, Jolina H. Ruckert, and Brian Gill. 2011. The New Ontological Category Hypothesis in Human-robot Interaction. In Proceedings of the 6th International Conference on Human-robot Interaction (HRI '11), 159-160. https://doi.org/10.1145/1957656.1957710 source
Strength:plain· not yet calibratedCausal:correlational· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesA claim is checked only against the cited paper’s full text, never its abstract, and none is available for its sources.
In the paper
“forced adoption is an approach that is sometimes taken with new technologies such as smart speakers [54] and smart sensors [42].”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 3.4 Limitations
What the sources say
- Not checked — no full text of the sourcecites [54] 54. Martin Porcheron, Joel E. Fischer, Moira McGregor, Barry Brown, Ewa Luger, Heloisa Candello, and Kenton O'Hara. 2017. Talking with Conversational Agents in Collaborative Action. In Companion of the 2017 ACM Conference on Computer Supported Cooperative Work and Social Computing -CSCW '17 Companion, 431-436. https://doi.org/10.1145/3022198.3022666 source
- Not checked — no full text of the sourcecites [42] 42. Amanda Lazar, Mark Diaz, Robin Brewer, Chelsea Kim, and Anne Marie Piper. 2017. Going Gray, Failure to Hire, and the Ick Factor: Analyzing How Older Bloggers Talk About Ageism. In Proceedings of the 2017 ACM Conference on Computer Supported Cooperative Work and Social Computing (CSCW '17), 655-668. https://doi.org/10.1145/2998181.2998275 source
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesWhat the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“This study was not an entirely naturalistic deployment -users were given the devices and some training to use the basic device and third-party skills, and received a printed reference guide and the option to contact the researchers for technical support.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 3.4 Limitations
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Individuals apply this self-knowledge and accessible anthropocentric knowledge to the nonhuman voice agent, leading to anthropomorphizing behavior.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 3.2.1 Qualities of Interaction: Natural Language and Responsiveness.
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes? Based: unclearIn the paper
“Thus, individuals may be more likely to personify agents when they feel lonely.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > "And it calls my name, "Good morning
What the sources say
- Not checked — no full text of the sourcecites [17] 17. Nicholas Epley, Adam Waytz, and John T. Cacioppo. 2007. On seeing human: a three-factor theory of anthropomorphism. Psychological Review 114, 4: 864-886. https://doi.org/10.1037/0033-295X.114.4.864 source
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA claim is checked only against the cited paper’s full text, never its abstract, and none is available for its sources.
In the paper
“This implies that conversational voice assistants in the home might have the potential to provide social interaction, a goal pursued in past work on older adults largely through social robots [35,60].”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 4.4 Social Interactions Using Conversational Voice Assistants for Older Adults
What the sources say
- Not checked — no full text of the sourcecites [35] 35. C. D. Kidd, W. Taggart, and S. Turkle. 2006. A sociable robot to encourage social interaction among the elderly. In Proceedings 2006 IEEE International Conference on Robotics and Automation, 2006. ICRA 2006., 3972-3976. https://doi.org/10.1109/ROBOT.2006.1642311 source
- Not checked — no full text of the sourcecites [60] 60. Simon Robinson, Jennifer Pearson, Shashank Ahire, Rini Ahirwar, Bhakti Bhikne, Nimish Maravi, and Matt Jones. 2018. Revisiting "Hole in the Wall" Computing: Private Smart Speakers and Public Slum Settings. In Proceedings of the 2018 CHI Conference on Human Factors in Computing Systems (CHI '18), 498:1-498:11. https://doi.org/10.1145/3173574.3174072 source
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“indicating the potential of this technology for supporting social interactions.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 5 CONCLUSIONS
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“These theories help us understand that the ways in which one personifies a device are deeply linked to the specifics of one's life: the experiences that have built up over the lifetime in which the anthropocentric knowledge is based, and the specific living conditions that lead one to have more or less desire for social contact.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 4.1 Applying Theories of Anthropomorphism to Conversational Voice Assistants
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesWhat the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“in our study, working with a population who does not have prior exposure to voice interaction allows us to do a truly “forced adoption” study, where we see some changes over time that become an important part of our findings.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 3.4 Limitations
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“We also see how the simultaneous presence of all three of Epley et al.'s factors is not necessary for anthropomorphization of the voice assistant.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 4.1 Applying Theories of Anthropomorphism to Conversational Voice Assistants
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesWhat the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“This approach allows us to see initial perceptions of the device, something difficult to study when contacting users who already had experience with devices.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 3.4 Limitations
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passes
- Probably not a substantial claim. 23
- It may state two separate claims as one. 12
- The quote only partly states this claim. 2
Every source the paper cites for this claim was checked and supports it.
In the paper
“Researchers have also studied how people from different age groups perceive robots, finding that younger, mid-aged and older adults have similar attitudes towards comfort and social impacts of robots [3].”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 2.3 Technology-Mediated Social Support for Older Adults
What the sources say
- Supportedcites [3] 3. Uba Backonja, Amanda K. Hall, Ian Painter, Laura Kneale, Amanda Lazar, Maya Cakmak, Hilaire J. Thompson, and George Demiris. 2018. Comfort and Attitudes Towards Robots Among Young, Middle-Aged, and Older Adults: A Cross-Sectional Study. Journal of Nursing Scholarship 50, 6: 623-633. https://doi.org/10.1111/jnu.12430 source
The Conclusions state that younger, middle-aged, and older adults responded similarly regarding robots’ social impact and comfort with robots. They note some differences between age groups, but say almost all perceptions were similar. (LLM, conf=0.94)
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
- Supported
The cited sources support only part of this claim — read each source’s verdict below.
In the paper
“Specific to older adults, some studies in HCI and HRI indicate older adults' preference for using robots for household purposes more than for companionship [5,13]”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 2.3 Technology-Mediated Social Support for Older Adults
What the sources say
- Partly supportedcites [5] 5. J. M. Beer, C. Smarr, T. L. Chen, A. Prakash, T. L. Mitzner, C. C. Kemp, and W. A. Rogers. 2012. The domesticated robot: Design guidelines for assisting older adults to age in place. In 2012 7th ACM/IEEE International Conference on Human-Robot Interaction (HRI), 335-342. https://doi.org/10.1145/2157689.2157806 sourceExperimental — accuracy not yet measured
The Results (Assistance Preference Checklist Data; page unavailable) report that older adults preferred robot assistance for many household tasks, particularly cleaning. The study compared robot versus human assistance for home-based tasks; it did not compare household uses of robots with companionship, so the claimed relative preference is unsupported. (LLM, conf=0.86)
- Partly supportedcites [13] 13. K. Dautenhahn, S. Woods, C. Kaouri, M. L. Walters, and and I. Werry. 2005. What is a robot companion -friend, assistant or butler? In 2005 IEEE/RSJ International Conference on Intelligent Robots and Systems, 1192-1197. https://doi.org/10.1109/IROS.2005.1545189 sourceExperimental — accuracy not yet measured
In “Acceptance of robot companions” (page unavailable), 96.4% of participants wanted a robot that could do household jobs, while none of the study’s older participants wanted one as a friend. But the study’s limitations (page unavailable) state that no participant was older than 55, so its findings do not establish this preference for older adults generally. (LLM, conf=0.88)
Strength:hedged· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
- Partly supported
The sources with a verdict support this claim; the rest weren’t checked yet, have no full text we could read, or their verdicts aren’t rated yet.
In the paper
“In HRI literature although there is some evidence suggesting technology in form of social robots can reduce loneliness for older adults (e.g., [4,31])”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 4.4 Social Interactions Using Conversational Voice Assistants for Older Adults
What the sources say
- Not checked — no full text of the sourcecites [4] 4. Marian R. Banks, Lisa M. Willoughby, and William A. Banks. 2008. Animal-Assisted Therapy and Loneliness in Nursing Homes: Use of Robotic versus Living Dogs. Journal of the American Medical Directors Association 9, 3: 173- 177. https://doi.org/10.1016/j.jamda.2007.11.007 source
- Supportedcites [31] 31. Masao Kanamori, Mizue Suzuki, and Misao Tanaka. 2002. Maintenance and improvement of quality of life among elderly patients using a pet-type robot. Nihon Ronen Igakkai Zasshi. Japanese Journal of Geriatrics 39, 2: 214-218. source
The Abstract (p. 216) reports a statistically significant decrease in loneliness scores after older patients interacted with the pet-type robot AIBO. The Discussion (p. 217) also describes a significant reduction, supporting the citing sentence’s cautious claim that social robots can reduce loneliness in older adults. (LLM, conf=0.93)
Strength:hedged· not yet calibratedCausal:conditional· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Unlike that past work, though, participants in our study also saw Alexa as human-like and object-like, and moved between these categorizations.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 3.1.3 Neither human nor object.
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The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“such as”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 5 CONCLUSIONS
Strength:plain· not yet calibratedTests✗ Asserted: fails✓ Checkable: passes✗ Load-bearing: fails✗ Based: failsProbably not a substantial claim. The authors may not put it forward as true. The paper’s conclusions may not depend on it. The paper may give no reason why it holds.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“These examples show how the human-like vs. machine-like categorization changed over time.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 3.2.3 Changes over the Longer Term, Location and from Moment to Moment.
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one. The quote only partly states this claim.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Just as Alexa was seen as providing social interaction when it was responsive and engaging in small talk, it reverted to an object when it did not provide these forms of interaction.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 3.2.1 Qualities of Interaction: Natural Language and Responsiveness.
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“For example, participants personified the agent when supporting human-like conversations or providing social support, but also dehumanized it due to lack of responsiveness or personal touch.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 4.2 Ontological Categorization of Voice Assistants
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
In the paper
“Similar to past work [57], we found that Alexa was repeatedly referred to in human-like terms.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 3.2 The Social Role of Alexa: Movement between Ontological Categories
What the sources say
- Not checked — no full text of the sourcecites [57] 57. Alisha Pradhan, Kanika Mehta, and Leah Findlater. 2018. "Accessibility Came by Accident": Use of Voice-Controlled Intelligent Personal Assistants by People with Disabilities. In Proceedings of the 2018 CHI Conference on Human Factors in Computing Systems (CHI '18), 459:1-459:13. https://doi.org/10.1145/3173574.3174033 source
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesThe quote only partly states this claim.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“When participants felt the device's presence (i.e., perceived ubiquitousness), they thought of it as human-like.”
- Also stated in: § 3.2.3 Changes over the Longer Term, Location and from Moment to Moment. · plain
“This presence was tied to a location: their home.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 3.2.3 Changes over the Longer Term, Location and from Moment to Moment.
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
- Also stated in: § 3.2.3 Changes over the Longer Term, Location and from Moment to Moment. · plain
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“In our study, some attached more value and deeper feelings to the assistant, while others considered the interactions as mostly inconsequential.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 4.2 Ontological Categorization of Voice Assistants
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A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Aligning with the complex categorizations of other participants, P5 refused to categorize Alexa at all, instead designating a new category:”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 5 CONCLUSIONS
Strength:plain· not yet calibratedSingle caseTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
A claim is checked only against the cited paper’s full text, never its abstract, and none is available for its sources.
In the paper
“Like other in-depth qualitative work with a small sample size, we do not intend to obtain generalizable results [32,47].”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 3.4 Limitations
What the sources say
- Not checked — no full text of the sourcecites [32] 32. Evangelos Karapanos, Jean-Bernard Martens, and Marc Hassenzahl. 2010. On the Retrospective Assessment of Users' Experiences over Time: Memory or Actuality? In CHI '10 Extended Abstracts on Human Factors in Computing Systems (CHI EA '10), 4075-4080. https://doi.org/10.1145/1753846.1754105 source
- Not checked — no full text of the sourcecites [47] 47. Irene Lopatovska and Harriet Williams. 2018. Personification of the Amazon Alexa: BFF or a Mindless Companion. In Proceedings of the 2018 Conference on Human Information Interaction&Retrieval -CHIIR '18, 265-268. https://doi.org/10.1145/3176349.3176868 source
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In the paper
“Epley et al. [17] enlist three factors-“elicited agent knowledge or anthropocentric knowledge”, “effectance motivation”, and “sociality”-to explain anthropomorphizing behavior”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 2.2 Anthropomorphism of Technology
What the sources say
- Not checked — no full text of the sourcecites [17] 17. Nicholas Epley, Adam Waytz, and John T. Cacioppo. 2007. On seeing human: a three-factor theory of anthropomorphism. Psychological Review 114, 4: 864-886. https://doi.org/10.1037/0033-295X.114.4.864 source
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim.
In the paper
“The nature of each these primary commands was coded as “polite”, “rude” or “neutral” using a using a multi-step process by two research team members [24], achieving a Cohen's Kappa of 0.91.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 3.3 Data Analysis
What the sources say
- Not checked — no full text of the sourcecites [24] 24. Daniel J. Hruschka, Deborah Schwartz, Daphne Cobb St.John, Erin Picone-Decaro, Richard A. Jenkins, and James W. Carey. 2004. Reliability in Coding Open-Ended Data: Lessons Learned from HIV Behavioral Research. Field Methods 16, 3: 307-331. https://doi.org/10.1177/1525822X04266540 source
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.
In the paper
“The quote above indicates that polite behavior such as saying thank you is learned over time until it becomes natural -resonating with past work [46].”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 3.1.2 Polite Behaviors and Personification.
What the sources say
- Not checked — no full text of the sourcecites [46] 46. Yuting Liao, Jessica Vitak, Priya Kumar, Michael Zimmer, and Katherine Kritikos. 2019. Understanding the Role of Privacy and Trust in Intelligent Personal Assistant Adoption. In Information in Contemporary Society (Lecture Notes in Computer Science), 102-113. source
Strength:hedged· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“These calls provided us with daily interaction data that helped us to probe for indepth explanations during weekly in-person interviews, but may also have resulted in an increased usage of Alexa due to reminders about its presence.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 3.4 Limitations
Strength:hedged· not yet calibratedCausal:conditional· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“Finally, the population with whom we engaged, though diverse in some ways, has a specific set of characteristics -they are all over 65, had no experience with voice assistants, and did not use smartphones, computers or tablets regularly.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 3.4 Limitations
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
In the paper
“Hope et al. [22] identified that older adults' “social communications” include both physical and digital spaces (e.g., printing out a typed letter and sending it through physical mail), which is lacking in the current day social media technologies.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 2.3 Technology-Mediated Social Support for Older Adults
What the sources say
- Not checked — no full text of the sourcecites [22] 22. Alexis Hope, Ted Schwaba, and Anne Marie Piper. 2014. Understanding digital and material social communications for older adults. In Proceedings of the 32nd annual ACM conference on Human factors in computing systems -CHI '14, 3903-3912. https://doi.org/10.1145/2556288.2557133 source
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
In the paper
“In this work, our analysis primarily draws upon linguistic theory, that everyday language used to label objects can reveal ontologies [18], also corroborated with several instances of self-reported participants' mental states (e.g., the feeling of not being alone in the house), thus drawing on the mentalistic theory as well.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 4.2 Ontological Categorization of Voice Assistants
What the sources say
- Not matchedcites [18] 18. Brian Epstein. 2018. Social Ontology. In The Stanford Encyclopedia of Philosophy (Summer 2018), Edward N. Zalta (ed.). Metaphysics Research Lab, Stanford University.
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim. It may state two separate claims as one.
- Not matched
In the paper
“Epley's framework, which has not yet been applied to conversational voice assistants, claims that self-knowledge or knowledge about human characteristics in general would serve as the readily available (or accessible) induction base for reasoning of nonhuman objects, thus contributing to easily available anthropocentric knowledge.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 3.2.1 Qualities of Interaction: Natural Language and Responsiveness.
What the sources say
- Not checked — no full text of the sourcecites [17] 17. Nicholas Epley, Adam Waytz, and John T. Cacioppo. 2007. On seeing human: a three-factor theory of anthropomorphism. Psychological Review 114, 4: 864-886. https://doi.org/10.1037/0033-295X.114.4.864 source
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“This suggests that the perception of Alexa as human-like emerged when it was filling a social need for her -and it might return to object-like when she no longer needed it.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > "And it calls my name, "Good morning
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“At the same time, there has been a significant body of research on anthropomorphization that has not yet been applied to this domain.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 2.2 Anthropomorphism of Technology
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✗ Based: failsProbably not a substantial claim. The paper may give no reason why it holds.
A claim is checked only against the cited paper’s full text, never its abstract, and none is available for its sources.
In the paper
“Our understanding of the relationship between anthropomorphism, embodiment and voice assistants, although grounded in past work, is based on a specific sample as is common with qualitative work on smart speakers (e.g., children [16], people with disabilities [56] or multi-user family based households [54]).”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 4.1 Applying Theories of Anthropomorphism to Conversational Voice Assistants
What the sources say
- Not checked — no full text of the sourcecites [16] 16. Stefania Druga, Randi Williams, Cynthia Breazeal, and Mitchel Resnick. 2017. "Hey Google is It OK if I Eat You?": Initial Explorations in Child-Agent Interaction. In Proceedings of the 2017 Conference on Interaction Design and Children (IDC '17), 595-600. https://doi.org/10.1145/3078072.3084330 source
- Not checked — no full text of the sourcecites [56] 56. François Portet, Michel Vacher, Caroline Golanski, Camille Roux, and Brigitte Meillon. 2013. Design and evaluation of a smart home voice interface for the elderly: acceptability and objection aspects. Personal and Ubiquitous Computing 17, 1: 127-144. https://doi.org/10.1007/s00779-011-0470-5 source
- Not checked — no full text of the sourcecites [54] 54. Martin Porcheron, Joel E. Fischer, Moira McGregor, Barry Brown, Ewa Luger, Heloisa Candello, and Kenton O'Hara. 2017. Talking with Conversational Agents in Collaborative Action. In Companion of the 2017 ACM Conference on Computer Supported Cooperative Work and Social Computing -CSCW '17 Companion, 431-436. https://doi.org/10.1145/3022198.3022666 source
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim.
A claim is checked only against the cited paper’s full text, never its abstract, and none is available for its sources.
In the paper
“there are also a number of concerns including deception, infantilization, and privacy [63,70].”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 4.4 Social Interactions Using Conversational Voice Assistants for Older Adults
What the sources say
- Not checked — no full text of the sourcecites [63] 63. Alex Sciuto, Arnita Saini, Jodi Forlizzi, and Jason I. Hong. 2018. "Hey Alexa, What's Up?": A Mixed-Methods Studies of In-Home Conversational Agent Usage. In Proceedings of the 2018 Designing Interactive Systems Conference (DIS '18), 857-868. https://doi.org/10.1145/3196709.3196772 source
- Not checked — no full text of the sourcecites [70] 70. Alexandra Vtyurina and Adam Fourney. 2018. Exploring the Role of Conversational Cues in Guided Task Support with Virtual Assistants. In Proceedings of the 2018 CHI Conference on Human Factors in Computing Systems (CHI '18), 208:1-208:7. https://doi.org/10.1145/3173574.3173782 source
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“And while some of our discussion specifically addresses use of voice assistants for older adults, many of our findings are interpreted with broader significance.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 3.4 Limitations
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim.
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“The usage logs provided us with the actual interactions to complement participants' perceptions of these interactions.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 3.2 Data collection and device setup
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
A claim is checked only against the cited paper’s full text, never its abstract, and none is available for its sources.
In the paper
“Given the ways that past theories [17,30] relate to and shed light on the behaviors of the population we study, our beliefs on the commonalities are confirmed.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 3.4 Limitations
What the sources say
- Not checked — no full text of the sourcecites [17] 17. Nicholas Epley, Adam Waytz, and John T. Cacioppo. 2007. On seeing human: a three-factor theory of anthropomorphism. Psychological Review 114, 4: 864-886. https://doi.org/10.1037/0033-295X.114.4.864 source
- Not checked — no full text of the sourcecites [30] 30. Peter H. Kahn Jr., Aimee L. Reichert, Heather E. Gary, Takayuki Kanda, Hiroshi Ishiguro, Solace Shen, Jolina H. Ruckert, and Brian Gill. 2011. The New Ontological Category Hypothesis in Human-robot Interaction. In Proceedings of the 6th International Conference on Human-robot Interaction (HRI '11), 159-160. https://doi.org/10.1145/1957656.1957710 source
Strength:plain· not yet calibratedCausal:correlational· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
In the paper
“Humans anthropomorphize non-humans based on their anthropocentric knowledge.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 3.2.1 Qualities of Interaction: Natural Language and Responsiveness.
What the sources say
- Not checked — no full text of the sourcecites [17] 17. Nicholas Epley, Adam Waytz, and John T. Cacioppo. 2007. On seeing human: a three-factor theory of anthropomorphism. Psychological Review 114, 4: 864-886. https://doi.org/10.1037/0033-295X.114.4.864 source
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim.
In the paper
“Social motivation describes the desire for social contact or connection and social approval from other agents.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > "And it calls my name, "Good morning
What the sources say
- Not checked — no full text of the sourcecites [17] 17. Nicholas Epley, Adam Waytz, and John T. Cacioppo. 2007. On seeing human: a three-factor theory of anthropomorphism. Psychological Review 114, 4: 864-886. https://doi.org/10.1037/0033-295X.114.4.864 source
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✗ Checkable: fails✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim. It may be too vague to check against evidence.
A claim is checked only against the cited paper’s full text, never its abstract, and none is available for its sources.
In the paper
“Although social media and social networking sites can foster social connections in general, studies have found that interfaces that merge digital and physical space may be more appealing to some older people [22,23].”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 2.3 Technology-Mediated Social Support for Older Adults
What the sources say
- Not checked — no full text of the sourcecites [22] 22. Alexis Hope, Ted Schwaba, and Anne Marie Piper. 2014. Understanding digital and material social communications for older adults. In Proceedings of the 32nd annual ACM conference on Human factors in computing systems -CHI '14, 3903-3912. https://doi.org/10.1145/2556288.2557133 source
- Not checked — no full text of the sourcecites [23] 23. Dominik Hornung, Claudia Müller, Irina Shklovski, Timo Jakobi, and Volker Wulf. 2017. Navigating Relationships and Boundaries: Concerns around ICT-uptake for Elderly People. In Proceedings of the 2017 CHI Conference on Human Factors in Computing Systems -CHI '17, 7057-7069. https://doi.org/10.1145/3025453.3025859 source
Strength:hedged· not yet calibratedCausal:conditional· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Thus, we extend Kahn et al.'s theory to apply to voice assistants, identifying factors that influence shifts between ontological categorizations: the voice assistant capabilities (e.g., responsiveness), desire for personalization and companionship, sustained use over time, and location and moment of interaction with the voice assistant.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 4.2 Ontological Categorization of Voice Assistants
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
What the paper did — it cites no source for this, so there is none to check. The quote shows it is in the paper.
In the paper
“To understand a particular phenomenon -how “politeness” appears in conversations with Alexa -we analyzed the usage logs, as we wanted to understand users' actual interactions in addition to their perceptions of these interactions.”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 3.3 Data Analysis
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim.
In the paper
“Past work has found that technology-mediated social interaction can be a form of at times unwelcome additional work for older adults as they feel that they must put in effort, be social and gracious while using such systems [43].”
§ "Phantom Friend" or "Just a Box with Information": Personification and Ontological Categorization of Smart Speaker-based Voice Assistants by Older Adults > 4.4 Social Interactions Using Conversational Voice Assistants for Older Adults
What the sources say
- Not checked — no full text of the sourcecites [43] 43. Amanda Lazar, Christian Koehler, Joshua Tanenbaum, and David H. Nguyen. 2015. Why we use and abandon smart devices. In Proceedings of the 2015 ACM International Joint Conference on Pervasive and Ubiquitous Computing - UbiComp '15, 635-646. https://doi.org/10.1145/2750858.2804288 source
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim.
The paper relies on this without support.
Smart speakers have unique qualities compared to smartphone-based voice assistants: they support verbal conversational interaction with no visual output, are always-on and always listening, and are placed in the home environment.
“Compared to smartphone-based voice assistants (e.g., Siri), smart speakers have unique qualities.They support verbal conversational interaction, most often with no visual output.Smart speakers are also “always-on” and “always listening”, and are placed in the social, collaborative, semi-private home environment.”
The paper relies on this without support.
The socioemotional context of the user (e.g., loneliness) drives increased anthropomorphism.
“Our discussion contributes to an understanding of how well-developed theories of anthropomorphism apply to voice assistants, such as how the socioemotional context of the user (e.g., loneliness) drives increased anthropomorphism.”
The paper relies on this without support.
Older adults experience 'moments of loneliness'.
“As we investigate the opportunity for voice assistants to alleviate”
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
The source backs part of the claim, not all of it — or backs it for a different population, condition or comparison.
In the citing paper
“Research ston VA use suggests that older adults' VA use resembles general use by all populations [1] such as listening to music, searching for general and health information, engaging in casual conversations, checking the date, time, or weather, and setting reminders [10,11,23,25,32].”
From Studying Exploration & Long-Term Use of Voice Assistants by Older Adults (2023) · cites this paper as [23]
Experimental — accuracy not yet measuredThe source backs part of the claim, not all of it — or backs it for a different population, condition or comparison.
In the citing paper
“Past research reports that older adults use voice assistants for checking the date, time, or weather; playing music; and searching for general information [11,23,32], similar to how younger adults use voice assistants [1].”
From Studying Exploration & Long-Term Use of Voice Assistants by Older Adults (2023) · cites this paper as [23]
Experimental — accuracy not yet measuredThe source backs part of the claim, not all of it — or backs it for a different population, condition or comparison.
In the citing paper
“Regularly updated flyers in a one-page format that could be kept close to the device were more effective than a onetime flyer researchers have used in the past [23].”
From Studying Exploration & Long-Term Use of Voice Assistants by Older Adults (2023) · cites this paper as [23]
Experimental — accuracy not yet measuredThe source backs part of the claim, not all of it — or backs it for a different population, condition or comparison.
In the citing paper
“Despite older adults' desires to have conversational interactions with VAs, current commercial VA capabilities are far more limited [48].”
From Situated Understanding of Errors in Older Adults' Interactions with Voice Assistants: A Month-Long, In-Home Study (2026) · cites this paper as [48]
Experimental — accuracy not yet measuredThe source backs part of the claim, not all of it — or backs it for a different population, condition or comparison.
In the citing paper
“older adults prefer and initially attempt a more conversational interaction style [48].”
From Situated Understanding of Errors in Older Adults' Interactions with Voice Assistants: A Month-Long, In-Home Study (2026) · cites this paper as [48]
Experimental — accuracy not yet measured
The cited source says what the claim attributes to it.
In the citing paper
“An important aspect of older adults and their usage of CAs is their tendency to anthropomorphize the device as a companion within their home environment [6,35].”
From A Collaborative Approach to Support Medication Management in Older Adults with Mild Cognitive Impairment Using Conversational Assistants (CAs) (2022) · cites this paper as [35]
The cited source says what the claim attributes to it.
In the citing paper
“Existing research has explored how older adults have used and perceived existing features of voice-only VAs [16, 43, 57, 58, 72], but the potential merits and setbacks of the secondary touchscreen modality are underexplored.”
From Screen or No Screen? Lessons Learnt from a Real-World Deployment Study of Using Voice Assistants With and Without Touchscreen for Older Adults (2023) · cites this paper as [57]
The cited source says what the claim attributes to it.
In the citing paper
“Additionally, most prior works (e.g., [57, 72]) only focused on general uses (e.g., music) of VAs for older adults, rather than healthcare applications, which are indispensable use cases [15, 16].”
From Screen or No Screen? Lessons Learnt from a Real-World Deployment Study of Using Voice Assistants With and Without Touchscreen for Older Adults (2023) · cites this paper as [57]
The cited source says what the claim attributes to it.
In the citing paper
“Despite knowing these limitations, users expressed conversational and companionship as a benefit [11], based on having casual conversations [23] in a question-and-answer format [11].”
From Studying Exploration & Long-Term Use of Voice Assistants by Older Adults (2023) · cites this paper as [23]
The cited source says what the claim attributes to it.
In the citing paper
“For instance, various studies demonstrated that smart speakers are used by older adults daily [10] for physical [22,23], mental [7,32], and social health [8,31].”
From Smart Speakers for Health and Well-Being of Older Adults: A Mixed-Methods Review (2025) · cites this paper as [32]
The cited source says what the claim attributes to it.
In the citing paper
“However, there is a comparatively signifcant body of work (e.g., [57,87]) studying how VUIs could provide companionship to older adults.”
From OK Google, Let's Learn: Using Voice User Interfaces for Informal Self-Regulated Learning of Health Topics among Younger and Older Adults (2023) · cites this paper as [87]
The cited source says what the claim attributes to it.
In the citing paper
“While researchers have investigated older adults' long-term interactions with VAs at home-focusing on their adoption of the technology, its benefits and challenges, and their perceptions of the experience [28, 48, 49, 51]-a significant research gap remains in the area of comprehensive error analysis.”
From Situated Understanding of Errors in Older Adults' Interactions with Voice Assistants: A Month-Long, In-Home Study (2026) · cites this paper as [48]
The cited source says what the claim attributes to it.
In the citing paper
“this could stem from the fact that older adults tend to favor polite interactions, both in their own communications to VAs [48] and when receiving their responses [23].”
From Situated Understanding of Errors in Older Adults' Interactions with Voice Assistants: A Month-Long, In-Home Study (2026) · cites this paper as [48]
The check wasn’t confident either way, so it gives no verdict — never disputed.
In the citing paper
“Further, such structured command names limited older adults' ability to discover new skills [23].”
From Studying Exploration & Long-Term Use of Voice Assistants by Older Adults (2023) · cites this paper as [23]
Experimental — accuracy not yet measuredThe check wasn’t confident either way, so it gives no verdict — never disputed.
In the citing paper
“Older adults may face difficulty discovering and remembering commands associated with VA skills [23,31].”
From Studying Exploration & Long-Term Use of Voice Assistants by Older Adults (2023) · cites this paper as [23]
Experimental — accuracy not yet measuredThe check wasn’t confident either way, so it gives no verdict — never disputed.
In the citing paper
“To mitigate these challenges, older adults often employ trial-and-error approaches [6,11], often giving up after rephrasing their commands several times and receiving no response from the system [23].”
From Studying Exploration & Long-Term Use of Voice Assistants by Older Adults (2023) · cites this paper as [23]
Experimental — accuracy not yet measuredThe check wasn’t confident either way, so it gives no verdict — never disputed.
In the citing paper
“For example, older adults may face challenges in discovering commands related to unknown or new skills, [23,28] and remembering the language used to initiate complex commands (e.g.reminders) [23].”
From Studying Exploration & Long-Term Use of Voice Assistants by Older Adults (2023) · cites this paper as [23]
Experimental — accuracy not yet measuredThe check wasn’t confident either way, so it gives no verdict — never disputed.
In the citing paper
“Due to the speech-based nature of VUIs, they are comparatively more accessible to older adults [87,88,107] and people with disabilities [102].”
From OK Google, Let's Learn: Using Voice User Interfaces for Informal Self-Regulated Learning of Health Topics among Younger and Older Adults (2023) · cites this paper as [87]
Experimental — accuracy not yet measuredIn the citing paper
“This finding is also supported by Pradhan et al. [62], who found older adults ontologically cat-egorized VUIs as a person as well as an object (or something in between).”
From Examining Humanness as a Metaphor to Design Voice User Interfaces (2024) · cites this paper as [62]
In the citing paper
“Although users perceived VUIs to be human, non-human, or something in between [14, 62]”
From Examining Humanness as a Metaphor to Design Voice User Interfaces (2024) · cites this paper as [62]
In the citing paper
“they perceive VUIs as social companions [29,43], capable of alleviating loneliness.”
From Using Experience-Based Participatory Approach to Design Interactive Voice User Interfaces for Delivering Physical Activity Programs with Older Adults (2023) · cites this paper as [43]
In the citing paper
“Further, in a longitudinal study with seven older adults, Pradhan et al. [43] found that older adults anthropomorphized older adults (as per the CASA paradigm [37]) using he or she pronouns and described them as friends.”
From Using Experience-Based Participatory Approach to Design Interactive Voice User Interfaces for Delivering Physical Activity Programs with Older Adults (2023) · cites this paper as [43]
In the citing paper
“Additionally, older adults are often unfamiliar with how to initiate a conversation with VUIs [38,51] and what to do during a conversational breakdown.”
From “A Painless Way to Learn:” Designing an Interactive Storytelling Voice User Interface to Engage Older Adults in Informal Health Information Learning (2023) · cites this paper as [51]
In the citing paper
“Due to voice acting as an input modality, VUIs are often anthropomorphized [21,51]-with users projecting traits like intelligence, likeability, and trust onto them.”
From “A Painless Way to Learn:” Designing an Interactive Storytelling Voice User Interface to Engage Older Adults in Informal Health Information Learning (2023) · cites this paper as [51]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
Each contradiction between two passages listed here was confirmed by an independent check.
Citation [46] identifies a different study
MinorThe text attributes a finding to Lopatovska and Williams at [46], but reference 46 lists Liao and colleagues. Lopatovska and Williams are listed as reference 47, so the citation points to the wrong source.
“Lopatovska and Williams [46] attribute participants' use of the word "she" to anthropomorphizing the voice assistant Alexa.”
“46. Yuting Liao, Jessica Vitak, Priya Kumar, Michael Zimmer, and Katherine Kritikos. 2019. Understanding the Role of Privacy and Trust in Intelligent Personal Assistant Adoption.”
Citations
Cites
(2014) · Cited by 15,747
Qualitative research & evaluation methods
Patton, M. Q. (2002) · Sage eBooks · Cited by 15,530
(1997) · Choice Reviews Online · doi:10.5860/choice.34-3702 · Cited by 4,872
On seeing human: A three-factor theory of anthropomorphism
Epley, N., Waytz, A., & Cacioppo, J. T. (2007) · Psychological Review · doi:10.1037/0033-295x.114.4.864 · Cited by 4,069 · cited 10×
“Reflecting on these codes, we determined that Epley et al. ’s [17] “t hree-factor theory of anthropomorphism ” could be a useful analytic lens on our data.”
BackgroundMethodInfluentialMachines and Mindlessness: Social Responses to Computers
Nass, C., & Moon, Y. (2000) · Journal of Social Issues · doi:10.1111/0022-4537.00153 · Cited by 4,022 · cited 2×
“Past work has drawn on Nass et al. ’s notion of “overlearned social behaviors” [50] to explain personification of voice assistants [46].”
BackgroundNass, C., Steuer, J., & Tauber, E. R. (1994) · Proceedings of the SIGCHI Conference on Human Factors in Computing Systems · doi:10.1145/191666.191703 · Cited by 2,148
Breazeal, C. (2002) · The MIT Press eBooks · doi:10.7551/mitpress/2376.001.0001 · Cited by 1,615
Granny and the robots: ethical issues in robot care for the elderly
Sharkey, A., & Sharkey, N. (2012) · Ethics and Information Technology · doi:10.1007/s10676-010-9234-6 · Cited by 985
Reliability in Coding Open-Ended Data: Lessons Learned from HIV Behavioral Research
Hruschka, D. J., Schwartz, D., St.John, D. C., Picone-Decaro, E., Jenkins, R. A., & Carey, J. W. (2004) · Field Methods · doi:10.1177/1525822x04266540 · Cited by 829
Voice Interfaces in Everyday Life
Porcheron, M., Fischer, J. E., Reeves, S., & Sharples, S. (2018) · Proceedings of the 2018 CHI Conference on Human Factors in Computing Systems · doi:10.1145/3173574.3174214 · Cited by 717 · cited 9×
“Much of the research on voice assistants has focused on understanding general use in the home environment [53,54,62] or on the privacy and security aspects of this “always on” and “always l istening” technology [40,45].”
BackgroundInfluential
Flagged first, then by citations
Research works printed but not linked: 6
- Brian Epstein . 2018. Social Ontology . In The Stanford Encyclopedia of Philosophy (Summer 2018 ), Edward N. Zalta (ed.). Metaphysics Research Lab, Stanford University . Brian Epstein. 2018. Social Ontology. In The Stanford Encyclopedia of Philosophy (Summer 2018), Edward N. Zalta (ed.). Metaphysics Research Lab, Stanford University.
- Google. Create a persona - Conversation design process - Conversation design. Retrieved April 2, 2019 from https://designguidelines.withgoogle.com/conversation/conversation-design-process/create-a-persona.html#create-a-persona-how-do-i-create-one Google. Create a persona - Conversation design process - Conversation design. Retrieved April 2, 2019 from https://designguidelines.withgoogle.com/conversation/conversation-design-process/create-a-persona.html#create-a-persona-how-do-i-create-one
- Monica Anderson and Andrew Perrin . 2017 . Barriers to adoption and attitudes towards tech among older Americans | Pew Research Center . Retrieved June 24, 2019 from https://www.pewinternet.org/2017/05/17/barriers-to-adoption-and-attitudes-towards-technology/ Monica Anderson and Andrew Perrin. 2017. Barriers to adoption and attitudes towards tech among older Americans | Pew Research Center. Retrieved June 24, 2019 from https://www.pewinternet.org/2017/05/17/barriers-to-adoption-and-attitudes-towards-technology/
- Victoria Turk. 2016. Home invasion. New Scientist 232 3104: 16--17. https://doi.org/10.1016/S0262--4079(16)32318--1 · DOI · Paper page
- Sherry Turkle . Connected , but alone? | Ted Talk. Retrieved June 18, 2019 from https://www.ted.com/talks/sherry_turkle_alone_together Sherry Turkle. Connected, but alone? | Ted Talk. Retrieved June 18, 2019 from https://www.ted.com/talks/sherry_turkle_alone_together
- Ipke Wachsmuth. 2018. Robots Like Me: Challenges and Ethical Issues in Aged Care. Frontiers in Psychology 9. https://doi.org/10.3389/fpsyg.2018.00432 · DOI
Cited by
Sorted by citations
Alexa, what do we know about conversational commerce? Insights from a systematic literature review.
Lim, W. M., Kumar, S., Verma, S., & Chaturvedi, R. (2022) · Psychology & Marketing · doi:10.1002/mar.21654 · Cited by 293
Kim, S., & Choudhury, A. (2021) · Computers in Human Behavior · doi:10.1016/j.chb.2021.106914 · Cited by 200
“…(Druga et al., 2017; Garg & Sengupta, 2020), low-income populations (Robinson et al., 2018), privacy concerns (Lau et al., 2018; Liao et al., 2019), conversational aspects (Purington et al., 2017; Vtyurina & Fourney, 2018), and personification (Lopatovska & Williams, 2018; Pradhan et al., 2019).”
BackgroundJo, E., Epstein, D. A., Jung, H., & Kim, Y.-H. (2023) · Proceedings of the 2023 CHI Conference on Human Factors in Computing Systems · doi:10.1145/3544548.3581503 · Cited by 174
Why Do People Use Artificial Intelligence (AI)-Enabled Voice Assistants?
Malodia, S., Islam, N., Kaur, P., & Dhir, A. (2021) · IEEE Transactions on Engineering Management · doi:10.1109/tem.2021.3117884 · Cited by 176
Jones, V. K., Hanus, M., Yan, C., Shade, M. Y., Blaskewicz Boron, J., & Maschieri Bicudo, R. (2021) · Frontiers in Public Health · doi:10.3389/fpubh.2021.750736 · Cited by 111
Metadata
- Authors
- Pradhan, A., Findlater, L., & Lazar, A.
- Affiliations
- University of Maryland, College Park (US)
- University of Washington (US)
- Venue
- Proceedings of the ACM on Human-Computer Interaction
- Published
- 2019-11-07
- Volume
- 3
- Issue
- CSCW
- Pages
- 1-21
- ISSN
- 2573-0142 (ISSN-L)
- OpenAlex
- W3084929246
- Cited by
- 223
- References
- 65
- Citations by year
- 2026: 25 · 2025: 45 · 2024: 35 · 2023: 28 · 2022: 42 · 2021: 30 · 2020: 17 · 2019: 1
- FWCI
- 28.27
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Proceedings of the ACM on Human-Computer Interaction (publishedVersion)
- Funders
- Mozilla Foundation
- National Science Foundation (#1816145)
- Topics
- Social Sciences › Psychology › Social Psychology › Social Robot Interaction and HRI
- Social Sciences › Business, Management and Accounting › Marketing › AI in Service Interactions
- Physical Sciences › Computer Science › Human-Computer Interaction › Innovative Human-Technology Interaction
- Keywords
- voice assistants, anthropomorphism, older adults, social companionship, loneliness, human-AI interaction
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Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
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