Use and acceptance of voice assistants among people with aphasia in Germany
Open accessAbstract
Aphasia is an acquired disorder that affects the ability to communicate. The increasing availability of voice assistants (such as Amazon Alexa or Google Assistant) provides new opportunities to support people with aphasia in a variety of tasks, from everyday communication to speech and language therapy exercises. To ensure accessibility and acceptance, it is important to involve people with aphasia in the development process. Using the Unified Theory of Acceptance and Use of Technology (UTAUT2) as a theoretical framework, this study examines their willingness to use voice assistants and explores which potential applications they consider useful for participation in social and cultural contexts. These questions were addressed through a survey. Eight people with aphasia took part in the study. Although the sample size does not allow for statistical analysis, the results provide valuable insights for further research. Most of the participants showed a general interest in using voice assistants, two of them were already users. The presence of physical limitations motivates the use of speech-based technology. Participants who already used voice assistants saw them as a practical support in everyday life, while non-users had lower expectations in this respect. Social influence was found to play an important role. Participants' perceptions of privacy and data security issues varied and do not allow for generalization. Finally, some participants showed a preference for communication support applications (e.g., word finding, sentence formation, grammar support) over applications used for therapy exercises such as word training.
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TL;DR
This survey study used an adapted UTAUT2 framework to examine how eight people with aphasia in Germany perceive and accept commercial voice assistants, two of whom were already users. Although the small sample precludes statistical analysis, users saw voice assistants as practical everyday support, social influence mattered, and communication-support applications were often preferred over therapy-exercise applications.
Key findings
- Of 8 participants (3 male: A1–A3; 5 female: A4–A8), 2 (A4, A5) used voice assistants at the time of the survey; all had internet access and at least one internet-enabled device (computer/laptop n = 8, smartphone n = 7, tablet/iPad n = 3, smart TV n = 2). None had used voice assistants before their aphasia, and only A4 and A7 had used a therapy app.
- Users A4 and A5 rated all proposed voice-assistant applications positively, while non-users’ ratings ranged from very positive to very negative. Some participants preferred communication-support applications (word finding, sentence formation, grammar support) over therapy applications such as word training; three participants (A1, A4, A5) considered replacement of speech therapy by voice assistants possible.
- Social influence played an important role: both users had family or friends who used and recommended voice assistants and who supported their technology use; among non-users, only A7 knew people who used voice assistants, and they had not recommended them.
- Physical limitations motivated speech-based technology use: both users and one non-user reported physical limitations that made mobile device use difficult. Views on privacy and data security varied and did not allow generalization, and four participants reported voice assistants being too expensive for them.
Methods
- An online questionnaire was created with EFS Survey Software Unipark and approved by Bielefeld University’s ethics committee (reference no. 2021-222). It was distributed via self-help groups, the Stiftung Deutsche Schlaganfall-Hilfe, the Aphasia 4.2 Online Congress, and cooperating clinicians; data collection ran March–June 2022, with one telephone completion and two paper completions in October 2022.
- Participants were 8 people with aphasia in Germany, regardless of current voice-assistant use. Age was reported in groups: 36–50 years (A1, A4, A5, A6), 51–65 years (A2, A3), and 66–80 years (A7, A8). A2 did not complete the survey, but available responses were analyzed.
- The questionnaire contained 49–53 questions, mostly 5-point Likert items, mapped to the adapted UTAUT2 determinants: performance expectancy, effort expectancy, social influence, facilitating conditions, price value, habit, data security, connectivity, and relationship with the device. Responses were compiled into tables and analyzed by grouping participants into profiles and individual attitudes, preferences, or usage patterns rather than by statistical testing.
Limitations
- Stated: the low participation rate does not allow statistical conclusions; COVID-19 restrictions limited in-person contact; some self-help groups did not forward the questionnaire due to assumptions about members’ age or lack of voice-assistant use; and the questionnaire was overwhelming for people with aphasia, especially online without researcher help. A2 likely interrupted because of difficulties answering questions, and only one participant contacted researchers for help.
- Stated: the study could not explore the motivation behind Likert-scale evaluations, such as data-security/privacy concerns or the statement that voice assistants could replace speech and language therapy. The online survey also excluded people without internet-enabled devices or those limited in keyboard use by physical or visual impairments.
- Evident: the sample of eight, mostly online recruitment, and single-country/culture focus limit generalizability; the authors note future research should adapt survey methods to participants’ preferences and extend the work to other languages and cultures.
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Claims the paper makes
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- Findingown data
Social influence plays an important role in the use of voice assistants by people with aphasia.
“Social influence was found to play an important role.”
Quote in the paperSubstantial claim - Findingown data
Participants' perceptions of privacy and data security issues varied.
“Participants' perceptions of privacy and data security issues varied and do not allow for generalization.”
Quote in the paperSubstantial claim - Findingown data
Two participants were already users of voice assistants at the time of the survey.
“two of them were already users.”
- Also stated in: § . Materials and methods · plain
“Two participants (A4, A5) reported using voice assistants at the time of the survey.”
Quote in the paperNot a substantial claim - Also stated in: § . Materials and methods · plain
- Findingown data
Some participants preferred communication support applications over therapy exercise applications.
“some participants showed a preference for communication support applications (e.g., word finding, sentence formation, grammar support) over applications used for therapy exercises such as word training.”
Quote in the paperNot a substantial claim - Findingown data
Most participants showed a general interest in using voice assistants.
“Most of the participants showed a general interest in using voice assistants”
Quote in the paperSubstantial claim
- Findingown data
Two participants reported using voice assistants several times a day on a smart speaker and a smartphone.
“Two participants reported using voice assistants several times a day on a smart speaker and a smartphone (A4 and A5).”
Quote in the paperNot a substantial claim - Findingown data
There are notable differences between participants who have used voice assistants and those who have not in their ratings of potential applications.
“There are notable differences between participants who have used voice assistants and those who have not.”
Quote in the paperNot a substantial claim - Findingown data
Three participants agreed that their therapy could be replaced by voice assistants.
“An unexpected finding was that three participants agreed to the statement that their therapy could be replaced by voice assistants.”
Quote in the paperNot a substantial claim - Findingown data
Four participants reported voice assistants being too expensive for them.
“Regarding costs, four participants reported voice assistants being too expensive for them.”
Quote in the paperNot a substantial claim - Findingown data
Some participants preferred applications for communication support (word-finding, sentence formation, help with grammar) over applications for use in therapy sessions, as homework or self-training.
“Regarding the suggested applications, we found that some participants preferred applications for communication support (word-finding, sentence formation, help with grammar) over applications for use in therapy sessions, as homework or self-training.”
Quote in the paperNot a substantial claim - Findingown data
Three out of seven participants (A1, A4, and A5) considered the replacement of speech and language therapy through interaction with a voice assistant as a possible alternative.
“Three out of seven participants (A1, A4, and A5) considered the replacement of speech and language therapy through interaction with a voice assistant as a possible alternative.”
Quote in the paperNot a substantial claim - Findingown data
Non-users showed some skepticism regarding the potential of voice assistants to support them in their everyday life.
“Non-users showed some skepticism regarding the potential of voice assistants to support them in their everyday life.”
Quote in the paperNot a substantial claim - Findingown data
Some participants saw additional therapeutic potential in the training situation with their voice assistant, for instance to find the correct words for things they want to address.
“As pointed out, some participants see additional therapeutic potential in the training situation with their voice assistant, for instance to find the correct words for things they want to address.”
Quote in the paperNot a substantial claim - Findingown data
People with aphasia and their relatives saw chances for voice assistants to support conversation and thereby strengthen their participative opportunities in several different ways.
“People with aphasia and their relatives saw chances for voice assistants to support conversation and thereby strengthen their participative opportunities in several different ways.”
Quote in the paperSubstantial claim - Findingown data
A lack of knowledge about the functionality of voice assistants was often given as a reason for not using them.
“A lack of knowledge about the functionality of voice assistants was often given as a reason for not using them.”
Quote in the paperSubstantial claim - Findingown data
Social influence has been found to play an important role in the adoption of voice assistants.
“Social influence has been found to play an important role in the adoption of voice assistants.”
Quote in the paperNot a substantial claim - Findingown data
The fear of not being understood was rated very differently among non-users, from fear being an important to being an irrelevant factor.
“The fear of not being understood was also rated very differently among non-users, from fear being an important to being an irrelevant factor.”
Quote in the paperSubstantial claim - Findingcitation
In accordance with Beals et al. (2016), the reduction of feelings of shame about the language disorder were also identified in the study.
“In accordance with Beals et al. (2016), the reduction of feelings of shame about the language disorder were also identified in the study.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Beals et al. (2016)
Not checked in the free run.
- Findingcitation
When relatives of people with aphasia were asked about their own reasons not to use voice assistants, some of them also reported being afraid of not being understood.
“Unexpectedly, when relatives of people with aphasia were asked about their own reasons not to use voice assistants, some of them also reported being afraid of not being understood (Núñez Macías, 2022).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Núñez Macías, 2022
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- Findingown data
One of the participants reported that a motivation for using voice assistants was the possibility to ask questions without being perceived as unintelligent.
“One of the participants reported that a motivation for using voice assistants was the possibility to ask questions without being perceived as unintelligent.”
Quote in the paperSubstantial claim - Findingown data
Even one of the participants who were already using voice assistants several times per day reported feeling weird about it.
“Notably, even one of the participants who were already using voice assistants several times per day reported feeling weird about it.”
Quote in the paperNot a substantial claim - Findingown data
Even participants who indicated not being interested in using voice assistants at home in the future selected several functions when asked which functions they would like to use.
“It is also noteworthy mentioning that even participants who indicated not being interested in using voice assistants at home in the future selected several functions when asked which functions they would like to use.”
Quote in the paperNot a substantial claim - Findingown data
There is little consensus on the issue of data security among participants.
“We found that there is little consensus on the issue of data security.”
Quote in the paperSubstantial claim - Findingown data
Most non-user participants considered the price of voice assistants as a reason for not using them.
“In spite of the possibility of using voice assistants on several internet-enabled devices, it was found that most non-user participants considered the price of voice assistants as a reason for not using them.”
Quote in the paperNot a substantial claim - Findingown data
One participant who answered the questionnaire on paper reported the price not being a factor only after hearing the price range from the researcher.
“One of the participants who answered the questionnaire on paper reported the price not being a factor only after hearing the price range from the researcher.”
Quote in the paperSubstantial claim - Findingown data
Experiencing difficulties with speech recognition lead to feeling frustrated toward the voice assistant.
“We found that experiencing difficulties with speech recognition lead to feeling frustrated toward the voice assistant.”
Quote in the paperNot a substantial claim - Findingown data
Both participants who were users of voice assistants reported having difficulties in dealing with mobile technologies due to physical limitations.
“Both participants who were users of voice assistants reported having difficulties in dealing with mobile technologies due to physical limitations.”
Quote in the paperSubstantial claim - Findingreasoning
Occasional feelings of frustration did not seem to affect the overall acceptance of a voice assistant when it still covered a need that was not covered by other devices.
“However, as mentioned in the discussion of effort expectancy above, occasional feelings of frustration did not seem to affect the overall acceptance of a voice assistant when it still covered a need that was not covered by other devices.”
Quote in the paperNot a substantial claim - Findingown data
Users of voice assistants reported using at least two providers through smart speakers and a smartphone.
“Users of voice assistants reported using at least two providers through smart speakers and a smartphone.”
Quote in the paperNot a substantial claim - Findingown data
Privacy concerns play a very different role among the individual participants.
“Privacy concerns play a very different role among the individual participants.”
Quote in the paperSubstantial claim - Premisecitation
The variety of symptoms experienced by people with aphasia makes it difficult to interact with products and technologies such as mobile phones, creating a barrier to digital participation.
“The variety of symptoms experienced by people with aphasia also makes it difficult to interact with products and technologies such as mobile phones, creating a barrier to digital participation (Greig et al., 2008;Brandenburg et al., 2013).”
Quote in the paperSubstantial claim0 of 2 sources checked - Interpretationown data
The presence of physical limitations motivates the use of speech-based technology.
“The presence of physical limitations motivates the use of speech-based technology.”
Quote in the paperNot a substantial claim - Premisecitation
A higher percentage of people with aphasia reported difficulties with finding information, navigating, understanding information, and using passwords compared to people with autism, ADHD and bipolar disorder.
“A study of the digital divide among people with disabilities (Johansson et al., 2021) found that a higher percentage of people with aphasia reported difficulties with finding information, navigating, understanding information, and using passwords compared to people with autism, attention deficit hyperactivity disorder (ADHD) and bipolar disorder.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Johansson et al., 2021 source
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- Premisecitation
Voice assistants can fulfill other functions recognized as potential uses of mobile technologies to enhance participation of people with aphasia.
“Other functions recognized as potential uses of mobile technologies to enhance participation of people with aphasia (Brandenburg et al., 2013) can be fulfilled by voice assistants, e.g., supporting interpersonal relationships through chatting and social networking, and enabling activities such as online shopping, managing, and remembering tasks and schedules, or video calling.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Brandenburg et al., 2013 source
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- Premisecitation
The workload of caregivers and medical staff can be reduced by voice assistants.
“At the same time, the workload of caregivers and medical staff can be reduced (Hellwig et al., 2018;Zhang et al., 2023).”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Hellwig et al., 2018
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- cites Zhang et al., 2023 source
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- Premisecitation
Women with aphasia reported feeling more digitally excluded than other disability groups.
“In addition, women with aphasia reported feeling more digitally excluded than other disability groups, including people with visual and fine motor impairments.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Johansson et al., 2021 source
Not checked in the free run.
- Premisecitation
Variations in breathing, phonation, and articulation lead to lower speech recognition performance.
“As a result, variations in breathing, phonation, and articulation lead to lower speech recognition performance (Beals et al., 2016).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Beals et al., 2016
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- Premisecitation
People with speech and language impairments are often not understood by commercially available voice assistants because they have been trained on audio recordings of healthy speakers.
“However, people with speech and language impairments are often not understood by commercially available voice assistants because they have been trained on audio recordings of healthy speakers.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Beals et al., 2016
Not checked in the free run.
- Study design and conductown data
The sample size does not allow for statistical analysis.
“Although the sample size does not allow for statistical analysis, the results provide valuable insights for further research.”
Quote in the paperSubstantial claim - Interpretationreasoning
Voice assistants may help to train the verbal communicative competences of people with aphasia in every-day situations at home.
“In addition, voice assistants may help to train the verbal communicative competences of people with aphasia in every-day situations at home.”
Quote in the paperSubstantial claim - Interpretationown data
Users of voice assistants had a higher expectancy of useful participation opportunities than non-users, based on positive experiences with the technology.
“This suggests a higher expectancy of useful participation opportunities by users than non-users based on positive experiences with the technology.”
Quote in the paperSubstantial claim - Premisecitation
Online formats have been shown to be very promising for people with aphasia who have problems with face-to-face conversation, especially in group settings.
“which has been shown to be very promising for people with aphasia who have problems with face-to-face conversation, especially in group settings (Cruice et al., 2021).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Cruice et al., 2021 source
Not checked in the free run.
- Interpretationreasoning
Concerns about data security play an important role in that participant's decision not to use voice assistants.
“From these results, it can be interpreted that concerns about data security play an important role in that decision.”
Quote in the paperNot a substantial claim - Interpretationreasoning
It cannot be concluded that voice assistants represent a motivational factor.
“For that reason, it cannot be concluded that voice assistants represent a motivational factor.”
Quote in the paperSubstantial claim - Interpretationreasoning
Fear of not being understood translates directly to a low performance expectation, since users cannot benefit from the voice assistant if it does not understand the user's requests.
“This fear translates directly to a low performance expectation, since users cannot benefit from the voice assistant if the latter does not understand the user's requests.”
Quote in the paperSubstantial claim - Interpretationreasoning
It is likely that A1 saw the replacement of traditional therapy through voice assistants as possible, though in a negative way.
“Therefore, it is likely that A1 saw the replacement of traditional therapy through voice assistants as possible, though in a negative way.”
Quote in the paperNot a substantial claim - Interpretationreasoning
The reasoning behind participants' evaluation of voice assistants as a replacement for therapy may vary.
“Nevertheless, the results suggest that the reasoning behind this evaluation may vary.”
Quote in the paperNot a substantial claim - Interpretationreasoning
Users see the potential to cover a need in voice assistants that is not covered by other technological devices or that cannot be covered by the environment (e.g., to avoid family members being overloaded).
“From these results it can be inferred that users see the potential to cover a need in voice assistants that is not covered by other technological devices or that cannot be covered by the environment (e.g., to avoid family members being overloaded).”
Quote in the paperSubstantial claim - Interpretationreasoning
A negative perception of the accuracy of speech recognition can negatively influence the acceptance and purchase of voice assistants, independent from the presence of language impairments.
“Therefore, it can be concluded that a negative perception of the accuracy of speech recognition can negatively influence the acceptance and purchase of voice assistants, independent from the presence of language impairments.”
Quote in the paperSubstantial claim - Interpretationreasoning
The expectation about the price, rather than the actual price, may have influenced participants' decision not to acquire a smart speaker.
“These results may suggest that not the actual price but the expectation about the price influenced the decision of the participants not to acquire a smart speaker.”
Quote in the paperSubstantial claim - Interpretationown data
The question about habit is closely linked to knowledge about the functionalities of voice assistants.
“In that sense, the question about the habit is closely linked to the knowledge about the functionalities of voice assistants.”
Quote in the paperNot a substantial claim - Study design and conductown data
The study did not gather sufficient information about the connectivity factor.
“However, we did not gather sufficient information about this factor.”
Quote in the paperNot a substantial claim - Study design and conductown data
One reason for the low participation rate was that the researchers were not able to get in contact with participants because of COVID-19 restrictions.
“One reason for this is that we were not able to get in contact with participants because of the COVID-19 restrictions.”
Quote in the paperNot a substantial claim - Interpretationown data
A feeling of familiarity can be a facilitator for the acquisition and continued use of voice assistants.
“This result may suggest that a feeling of familiarity can be a facilitator for the acquisition and continued use of voice assistants.”
Quote in the paperNot a substantial claim
- May combine two claims. 52
- Classified as probably not a substantial claim. 35
May combine two claims.
Findingown dataParticipants who already used voice assistants saw them as a practical support in everyday life, while non-users had lower expectations in this respect.
“Participants who already used voice assistants saw them as a practical support in everyday life, while non-users had lower expectations in this respect.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataA4 and A5 both have someone in their environment who has already used a voice assistant and recommended it to them, as well as someone who supports them in using technology.
“A4 and A5 are unique in that they both have someone in their environment (family or friends) who has already used a voice assistant and recommended it to them, as well as someone who supports them in using technology.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataAll participants reported having an internet connection and at least one internet-enabled device at home.
“All participants reported having an internet connection and at least one internet-enabled device at home: Computer or laptop (n = 8), smartphone (n = 7, except for A1), tablet or iPad (n = 3), or smart TV (n = 2).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataA4 and A5 rated all proposed applications positively, whereas non-users' opinions ranged from very positive to very negative.
“A4 and A5 rated all of the proposed applications positively, whereas the opinions of the participants who did not use voice assistants ranged from very positive to very negative.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataBoth A4 and A5 indicated that physical limitations make it difficult for them to use mobile devices.
“In addition, both participants indicated that physical limitations make it difficult for them to use mobile devices.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Findingnone givenConcerns about data security are partially present for A5, but not for A4.
“Concerns about data security are partially present for A5, but not for A4.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataA3, A6, and A8 showed interest to use voice assistants at home in the future.
“A3, A6, and A8 showed interest to use voice assistants at home in the future.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataNon-users reported willingness to use functions: timer (n=3), reminder (n=4), call (n=1), listening to radio (n=3), audio books (n=2), controlling TV (n=1), lights (n=2), weather (n=2), addresses (n=3), texting (n=2), jokes (n=2).
“Non-users reported willingness to use following functions: timer (n = 3), reminder (n = 4), call (n = 1), listening to the radio (n = 3), listening to audio books (n = 2), controlling TV (n = 1), controlling lights (n = 2), asking for the weather (n = 2), asking for addresses (n = 3), texting (n = 2), and asking for jokes (n = 2).”
Quote in the paperNot a substantial claimMay combine two claims.
FindingcitationA positive view on the potentials of voice assistants was found in the answers of even some people with aphasia, in accordance with Qiu and Abdullah (2021).
“In accordance with Qiu and Abdullah (2021), a positive view on the potentials of voice assistants was found in the answers of even some people with aphasia.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Qiu and Abdullah (2021)
Not checked in the free run.
May combine two claims.
Findingown dataA1 and A2 reported having concerns about data security, whereas A3 and A7 were neutral and A6 rejected having such concerns.
“A1 and A2 reported having concerns about data security, whereas A3 and A7 were neutral about it and A6 rejected having such concerns.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataParticipants who were already users of voice assistants evaluated all proposed applications positively, while non-users' assessments ranged from very positive to very negative.
“Additionally, we found that the participants who were already users of voice assistants evaluated all the proposed applications positively, while the assessment of non-users ranked from very positive to very negative.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Findingown dataA1 and A2 affirmed finding it weird to talk to a machine, whereas A3, A6, and A7 rejected this statement. Only A8 found the idea amusing.
“A1 and A2 affirmed finding it weird to talk to a machine, whereas A3, A6, and A7 rejected this statement.Only A8 found the idea of talking to a machine amusing.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataPeople with aphasia who already used voice assistants perceived them as a good support in everyday life, while people with aphasia without experience with voice assistants had low expectations in this regard.
“We found that people with aphasia who already used voice assistants perceived them as a good support in everyday life, while people with aphasia without experience with voice assistants had low expectations in this regard.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe participants who were already users of voice assistants reported different perceptions toward the difficulty of use; one perceived it as easy while the other was neutral about it, yet both perceived the voice assistant as a good support in everyday life.
“The participants who were already users of voice assistants reported different perceptions toward the difficulty of use.One of them perceived it as easy while the other was neutral about it.Yet both perceived the voice assistant as a good support in everyday life.”
Quote in the paperNot a substantial claimMay combine two claims.
FindingreasoningUsers see the voice assistant only partly as a motivation to improve their language, whereas non-users showed very different opinions.
“Nevertheless, users see the voice assistant only partly as a motivation to improve their language, whereas non-users showed very different opinions.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataUsers indicated that difficulties with writing and the possibility of asking for help without feeling ashamed were a motivation for using voice assistants.
“Users indicated that difficulties with writing and the possibility of asking for help without feeling ashamed were a motivation for using voice assistants.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataA4 and A5 (both women, 36-50 years old) were users of voice assistants and evaluated all proposed use cases positively, whereas A1 (male, 36-50) did not use voice assistants and rejected being interested in the proposed applications.
“A4 and A5 (both women, 36-50 years old) were users of voice assistants and evaluated all proposed use cases positively, whereas A1 (male, 36-50) did not use voice assistants and rejected being interested in the proposed applications.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim. May combine two claims.
Findingown dataThe same participant also reported having concerns about data security and not owning a smartphone.
“The same participant also reported having concerns about data security and not owning a smartphone.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataA1 showed no interest in using voice assistants in the future and did not own a smartphone.
“It should be noted that A1 showed no interest in using voice assistants in the future and did not own a smartphone, which could be interpreted as a general cautiousness toward the use of AI-based technology.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataOne participant reported being highly interested in new technologies but was not willing to use voice assistants in the future.
“Nevertheless, one participant reported being highly interested in new technologies but was not willing to use voice assistants in the future.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Findingown dataThe second user reported having difficulties writing, resulting in a greater reliance on speech-based technology.
“In this case, the second user reported having difficulties writing, resulting in a greater reliance on speech-based technology.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataThe assessment of participants' own technology competence and the frequency with which they ask for help was highly variable among participants.
“The assessment of their own technology competence and the frequency with which they ask for help was highly variable among participants.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataA general interest in technologies or a high self-assessment of technology affinity usually went hand in hand with a higher openness to voice assistants.
“It was found that a general interest in technologies or a high self-assessment of technology affinity usually went hand in hand with a higher openness to voice assistants.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataOnly one participant was enthusiastic about the idea of talking to a machine, while others found this to be a strange idea or were neutral about it.
“Only one participant was enthusiastic about the idea of talking to a machine, while others found this to be a strange idea or were neutral about it.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataThe participants who were users of voice assistants reported using them several times per day for a variety of functions, which denotes a strong habit.
“The participants who were users of voice assistants reported using them several times per day for a variety of functions, which denotes a strong habit.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataOne of the non-users reported knowing people who used voice assistants, however, they had not recommended the person with aphasia to do so.
“One of the non-users reported knowing people who used voice assistants, however, they had not recommended the person with aphasia to do so.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataFor some participants privacy concerns are a reason for not using voice assistants, while for other participants these concerns are only partial or non-existent.
“While for some participants these sort of concerns are a reason for not using voice assistants, for other participants these are only partial or non-existent.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataOne of the non-users reported having such difficulties and being interested in using voice assistants in the future.
“Similarly, one of the non-users reported having such difficulties and being interested in using voice assistants in the future.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataUsers knew someone in their environment that was able to provide help in dealing with technology, while this was not always the case with non-users.
“In addition to that, users knew someone in their environment that was able to provide help in dealing with technology, while this was not always the case with non-users.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataAll participants had access to internet and to internet-enabled devices, yet only two out of eight participants were using voice assistants at the time of the survey.
“All participants had access to internet and to internet-enabled devices, yet only two out of eight participants were using voice assistants at the time of the survey.”
Quote in the paperSubstantial claimMay combine two claims.
Findingnone givenThe participants who already used voice assistants also had family or acquaintances who used them and who recommended using them.
“The participants who already used voice assistants also had family or acquaintances who used them and who recommended using them.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataOne participant who answered the questionnaire on paper with researcher support expressed being particularly overwhelmed with a set of questions that used a Likert scale, and skipped these questions.
“One of the participants who answered the questionnaire on paper with the support of one of the researchers expressed being particularly overwhelmed with a set of questions that used a Likert scale.In this case, the participant skipped these questions and continued answering the questionnaire.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationConversational agents are an alternative for older users and users with lower computer and smartphone literacy.
“Olafsson et al. (2021) found that even though traditional tap and swipe user interfaces are often preferred over conversational interfaces for tasks under time pressure and for quick transactional tasks, conversational agents are an alternative for older users and users with lower computer and smartphone literacy.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Olafsson et al., 2021 source
Not checked in the free run.
Probably not a substantial claim: may not pass S1 (asserted), S3 (load-bearing), S4 (based). May combine two claims.
PremisecitationThe National Aphasia Association recommends the use of commercial voice assistants, highlighting that such systems never tire.
“The National Aphasia Association in the United States recommends the use of commercial voice assistants, highlighting the advantage that such systems never tire (National Aphasia Association, 2022).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites National Aphasia Association, 2022
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationVoice assistants such as Alexa and Google Assistant provide access to their APIs, opening up the possibility of developing custom applications.
“Voice assistants such as Alexa and Google Assistant provide access to their application programming interfaces (APIs), opening up the possibility of developing custom applications (Hoy, 2018;Coates, 2019;Walls, 2022).”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites Hoy, 2018 source
Not checked in the free run.
- cites Coates, 2019
Not checked in the free run.
- cites Walls, 2022
Not checked in the free run.
May combine two claims.
PremisecitationFunctions such as reminders, Smart Home applications, infotainment, communication, health documentation, and managing shopping, to-do lists, or structuring the day can optimize the quality of life of people with physical, cognitive, and language or speech impairments and give them a sense of independence.
“Functions such as reminders (Hellwig et al., 2018;Malapaschas, 2021), Smart Home applications, infotainment, communication (calls and messages; Hellwig et al., 2018), health documentation (Hellwig et al., 2018;Zhang et al., 2023), and managing shopping, to-do lists (Pradhan et al., 2018), or structuring the day (Kopp et al., 2018) can optimize the quality of life of people with physical, cognitive”
Quote in the paperSubstantial claim0 of 3 sources checked- cites Hellwig et al., 2018
Not checked in the free run.
- cites Malapaschas, 2021
Not checked in the free run.
- cites Zhang et al., 2023 source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationThe Tavistock Trust For Aphasia recommends the use of voice assistants and lists use cases such as practicing everyday phrases and simple conversations.
“In Europe, The Tavistock Trust For Aphasia, a UK-based organization, also recommends the use of voice assistants and lists use cases such as practicing everyday phrases and simple conversations (Aphasia Software Finder, 2022).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Aphasia Software Finder, 2022
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationTechnology offers the advantage of never getting bored and potentially reducing feelings of shame about the language disorder.
“Beals et al. (2016) highlight that technology offers the advantage of never getting bored and potentially reducing feelings of shame about the language disorder.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Beals et al., 2016
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThe accuracy of speech recognition in a prototype Amazon Alexa skill for children with autism was insufficient for use in a clinical setting.
“Allen et al. (2018) found that the accuracy of the speech recognition was insufficient for use in a clinical setting.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Allen et al., 2018 source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationFamily members of people with speech and language impairments perceived an improvement from interacting with voice assistants.
“Their analysis of reviews of the Amazon Alexa Echo Show device showed that family members of people with speech and language impairments perceived an improvement from interacting with voice assistants.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Pradhan et al., 2018 source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationWhen speech recognition succeeded and images were successfully retrieved, children with autism consistently followed the target directive.
“However, when the speech recognition succeeded and the images were successfully retrieved, the participants (children with autism) consistently followed the target directive.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Allen et al., 2018 source
Not checked in the free run.
Classified as probably not a substantial claim. May combine two claims.
InterpretationcitationThese studies suggest that voice assistants can be used as an assistive technology and increase participation in everyday life.
“These studies suggest that voice assistants can be used as an assistive technology and increase participation in everyday life.”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Masina et al., 2020 source
Not checked in the free run.
- cites Malapaschas, 2021
Not checked in the free run.
May combine two claims.
PremisecitationPeople with speech and language impairments are using voice assistants despite lower performance.
“Despite lower performance, Pradhan et al. (2018) found that people with speech and language impairments are using voice assistants.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Pradhan et al., 2018 source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationThe study of Yu et al. (2018) reported a higher accuracy in retrieving visual content and an overall positive response by speech and language therapists.
“The study of Yu et al. (2018) reported a higher accuracy in retrieving visual content and an overall positive response by the participants (speech and language therapists).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Yu et al., 2018
Not checked in the free run.
Probably not a substantial claim: may not pass S1 (asserted), S2 (checkable).
PremisecitationPeople with speech and language disorders can benefit enormously from the use of speech technology.
“Opinion articles emphasize that people with speech and language disorders can benefit enormously from the use of speech technology, e.g., by providing a higher degree of participation and independence (Corcoran, 2018) or by making speech therapy more accessible (Kevin Wheeler, 2020), and criticize that this target group has not been taken into account in the design of the technology.”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Corcoran, 2018
Not checked in the free run.
- cites Kevin Wheeler, 2020
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductnone givenData collection was anonymous and no compensation was offered.
“Data collection was anonymous and no compensation was offered.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductown dataA2 did not complete the survey, but their available responses are analyzed.
“A2 did not complete the survey, but their available responses are analyzed in this study (as this was an online questionnaire, the reason for the interruption is unknown to the authors).”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductown dataThe study was reviewed and approved by the internal ethics committee of Bielefeld University.
“The study was reviewed and approved by the internal ethics committee of Bielefeld University (reference no. 2021-222).”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.
InterpretationreasoningThe participants did not know about or did not consider the possibility of using voice assistants through devices they already own.
“It can be inferred that the participants did not know about or did not consider the possibility of using voice assistants through devices they already own, e.g., smartphones and computers.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Interpretationown dataA rejection of using the voice assistant as a tool for therapy may be related to a lack of knowledge about technological possibilities or to a preference for traditional therapy methods, given that only two participants had prior experience with other therapy apps.
“It should be noted though that only two participants had prior experience with other therapy apps, which leads to the possibility that a rejection of using the voice assistant as a tool for therapy is related to a lack of knowledge about the technological possibilities or to a preference of traditional therapy methods.”
Quote in the paperNot a substantial claimMay combine two claims.
Study design and conductown dataThe study's low number of participants does not allow for a statistical evaluation, though the data provides insights usable as a reference for future research.
“The rather low number of participants does not allow for a statistical evaluation, nevertheless, the data provides insights that can be used as a reference for future research.”
- Also stated in: § . . Limitations and future directions · plain
“A limitation of the study is the rather low participation rate, which does not allow us to draw statistical conclusions.”
Quote in the paperSubstantial claim- Also stated in: § . . Limitations and future directions · plain
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
InterpretationreasoningThe positive experience of A4 and A5 with voice assistants may have led to a higher trust in the capabilities of voice assistants, and therefore to the belief that such devices could replace traditional speech and language therapy.
“On the other hand, the positive experience of A4 and A5 with voice assistants may have led to a higher trust in the capabilities of voice assistants, and therefore to the belief that such devices could be able to replace traditional speech and language therapy.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
InterpretationreasoningUsers may show a high acceptance of voice assistants in spite of facing difficulties with speech recognition, as long as the technology still offers an advantage over other technologies.
“It is therefore possible that users may show a high acceptance of voice assistants in spite of facing difficulties with speech recognition, as long as the technology still offers an advantage over other technologies.”
Quote in the paperNot a substantial claimMay combine two claims.
InterpretationcitationVoice assistants may have high potential as an assistive technology because people with aphasia can make use of such systems in spite of and not because of the language impairment, which makes the technology less stigmatizing than other assistive technologies.
“This may also suggest a high potential of voice assistants as an assistive technology, since people with aphasia can make use of such system in spite and not because of the language impairment, which makes the technology less stigmatizing than other assistive technologies (Masina et al., 2020).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Masina et al., 2020 source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
InterpretationreasoningA1's lack of interest and lack of smartphone could be interpreted as a general cautiousness toward the use of AI-based technology.
“which could be interpreted as a general cautiousness toward the use of AI-based technology.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S4 (based).
InterpretationreasoningThis lack of knowledge is expected to be related to the perceived difficulty of use.
“This lack of knowledge is expected to be related to the perceived difficulty of use.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
Study design and conductown dataThe study did not gather information regarding knowledge about the price of smart speakers.
“Nevertheless, we did not gather information regarding the knowledge about the price of smart speakers.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductown dataAnother possible reason for the low participation rate is that the questionnaire was overwhelming for people with aphasia, particularly given that participants were sitting in front of an internet-enabled device without being able to ask the researchers for help.
“Another possible reason for the low participation rate is that the questionnaire was overwhelming for people with aphasia, particularly given that participants were sitting in front of an internet enabled device without being able to ask the researchers for help.”
Quote in the paperNot a substantial claimMay combine two claims.
Study design and conductown dataBecause most answers were gathered via an online survey, the study was unable to reach participants who did not have access to internet-enabled devices, limiting information about their perceptions.
“Since most of the answers were gathered via an online-survey, we were unable to reach out to participants who did not have access to such devices, which would have given us some information about the perceptions of people with aphasia who either have no access to the internet, do not feel able to use internet-enabled devices or decided against using them.”
Quote in the paperNot a substantial claimMay combine two claims.
Interpretationown dataThe existence of physical limitations that make it difficult to use keyboards or touchscreen displays seems to increase openness to voice-based control and thus to voice assistants, emphasizing the potential of voice assistants as an assistive technology.
“The existence of physical limitations that make it difficult to use keyboards or touchscreen displays seems to increase openness to voice-based control and thus to voice assistants, which emphasizes the potential of voice assistants as an assistive technology.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
InterpretationreasoningThe compatibility of the voice assistant with devices they already own may be an important factor for users.
“This could indicate that the compatibility of the voice assistant with the devices they already own is an important factor for them.”
Quote in the paperNot a substantial claimMay combine two claims.
Study design and conductown dataSome self-help groups did not forward the online questionnaire to their members due to assumptions that there would be no interest in the topic due to members' age and that participation would not be helpful because members were not using voice assistants yet.
“Another difficulty was that some self-help groups did not forward the online questionnaire to their members, due to two assumptions: (1) there would be no interest in the topic of voice assistants due to members' age, and (2) participation would not be helpful for the study, because members were not using voice assistants, yet.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
PremisecitationRelatives play a crucial role in increasing the participation of people with aphasia.
“because relatives play a crucial role in increasing the participation of people with aphasia (Schneider et al., 2021).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Schneider et al., 2021 source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenThe survey was limited in that it was not possible to explore the motivation behind the Likert scale evaluations, such as concerns regarding data security and privacy or the statement that voice assistants could replace speech and language therapy.
“The conducted survey is also limited in that it was not possible to explore the motivation behind the Likert scale evaluations, such as the concerns regarding data security and privacy or the statement that voice assistants could replace speech and language therapy.”
Quote in the paperNot a substantial claimMay combine two claims.
Study design and conductreasoningPeople without access to internet-enabled devices and people limited in their use of keyboards due to physical or visual impairments could not participate in the study due to the online survey method.
“Additionally, people without access to internet-enabled devices as well as people who are limited in their use of keyboards due to physical or visual impairments could not participate in the study due to the chosen method (online survey).”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenOnly one participant contacted the researchers and asked for help in answering the questionnaire, which was provided through a telephone call.
“Only one participant contacted the researchers and asked for help in answering the questionnaire, which was provided through a telephone call.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationPeople with aphasia would prefer an interaction with a maximum of five to six questions from the voice assistant.
“It was shown that people with aphasia would prefer an interaction with a maximum of five to six questions from the voice assistant.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Núñez Macías, 2022
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThe Master's thesis investigated the requirements posed by people with aphasia to a voice application such as an Amazon Alexa skill that provides support in searching for words.
“The Master's thesis also investigated the requirements posed by people with aphasia to a voice application such as an Amazon Alexa skill that provides support in searching for words.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Núñez Macías, 2022
Not checked in the free run.
Probably not a substantial claim: may not pass S2 (checkable). May combine two claims.
PremisecitationThe supported words should cover as many topics and be as specific as possible, and, optionally, provide visual support.
“The supported words should cover as many topics and be as specific as possible, and, optionally, provide visual support (Núñez Macías, 2022).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Núñez Macías, 2022
Not checked in the free run.
The authors state this as an assumption.
No prior research exists on the attitudes and barriers that people with aphasia face when interacting with voice assistants.
“To our knowledge, there are currently no studies on the attitudes and barriers that people with aphasia face when interacting with voice assistants, which are digital assistants that are primarily voice controlled.”
“Previous research has analyzed the acceptance factors influencing the adoption of digital assistants by older people (Koon et al., 2020), but to our knowledge there is no research on the acceptance of such systems by people with aphasia.”
The authors state this as an assumption.
A2 interrupted the survey because of difficulties answering the questions.
“We can assume that A2 interrupted the survey because of difficulties answering the questions (in the online version of the questionnaire it was not possible to skip questions).”
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?
In 2019, Amazon's Alexa was criticized for not being accessible to people with disabilities; its responses were not always clear or understandable, and its features were not always compatible with screen readers.
“For instance, in 2019, Amazon's Alexa was criticized for not being accessible to people with disabilities.The voice assistant's responses were not always clear or understandable, and the assistant's features were not always compatible with screen readers [107].”
From Ethical Framework for Harnessing the Power of AI in Healthcare and Beyond (2024) · cites this paper as [107]
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“Despite lower performance, Pradhan et al. (2018) found that people with speech and language impairments are using voice assistants.”
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Barriers and facilitators to mobile phone use for people with aphasia
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Neue Technologien in der Sprachtherapie
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Flagged first, then by citations
Research works printed but not linked: 14
- Coates, 2019, Voice Applications for Alexa and Google Assistant
- Hellwig, 2018, Sprachassisten in der Ambulanten Pflege: Ein Leitfaden für den Einsatz von Voice User Interfaces am Beispiel der Kommerziellen Sprachassistenzsysteme Amazon Echo und Google Home für Senioren und Pflegekräfte
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Cited by
Sorted by citations
Ethical Framework for Harnessing the Power of AI in Healthcare and Beyond
Nasir, S., Khan, R. A., & Bai, S. (2024) · IEEE Access · doi:10.1109/access.2024.3369912 · Cited by 152 · see citing works
- Authors
- Núñez Macías, N., Hielscher-Fastabend, M., & Buschmeier, H.
- Affiliations
- Bielefeld University (DE)
- Corresponding author
- Buschmeier, Hendrik
- ORCID
- Buschmeier, Hendrik
- Venue
- Frontiers in Communication
- Publisher
- Frontiers Media SA
- Published
- 2023-06-20
- Volume
- 8
- ISSN
- 2297-900X (ISSN-L)
- OpenAlex
- W4381436649
- Semantic Scholar
- 6f4f9035956d5768fd9bbfbed4eb5f1a5283e8da
- Cited by
- 5
- References
- 26
- Citations by year
- 2026: 3 · 2025: 1 · 2024: 1
- FWCI
- 2.49
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Frontiers in Communication (publishedVersion, cc-by)
- Opin vísindi (Opin vísindi) (submittedVersion, cc-by-nc-sa)
- Publikationen an der Universität Bielefeld (Universität Bielefeld) (submittedVersion, cc-by)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- Deutsche Forschungsgemeinschaft
- Universität Bielefeld
- Topics
- Health Sciences › Health Professions › Occupational Therapy › Assistive Technology in Communication and Mobility
- Social Sciences › Demography › Technology Use by Older Adults
- Social Sciences › Decision Sciences › Information Systems and Management › Technology Adoption and User Behaviour
- Keywords
- aphasia, voice assistants, technology acceptance, UTAUT2, communication support, speech therapy, privacy concerns, data security, social influence, user preferences, assistive technology
About these checks
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