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Kostenius, C., Lindström, F., Potts, C. & Pekkari, N. (2024). Young peoples’ reflections about using a chatbot to promote their mental wellbeing in northern periphery areas - a qualitative study. International Journal of Circumpolar Health, 83(1), Article ID 2369349.
Open this publication in new window or tab >>Young peoples’ reflections about using a chatbot to promote their mental wellbeing in northern periphery areas - a qualitative study
2024 (English)In: International Journal of Circumpolar Health, ISSN 1239-9736, E-ISSN 2242-3982, Vol. 83, no 1, article id 2369349Article in journal (Refereed) Published
Abstract [en]

An international research collaboration with researchers from northern Sweden, Finland, Ireland, Northern Ireland, Scotland and developed the ChatPal chatbot to explore the possibility of a multilingual chatbot to promote mental wellbeing in people of all ages. In Sweden the end users were young people. The aim of the current study was to explore and discuss Swedish young peoples’ experiences of using a chatbot designed to promote their mental wellbeing. Young people aged 15–19 filled out an open-ended survey giving feedback on the ChatPal chatbot and their suggestions on improvements. A total of 122 survey responses were analysed. The qualitative content analysis of the survey responses resulted in three themes each containing two to three sub-themes. Theme 1, feeling as if someone is there when needed, which highlighted positive aspects regarding availability and accessibility. Theme 2, human-robot interaction has its limitations, which included aspects such as unnatural and impersonal conversations and limited content availability. Theme 3, usability can be improved, given technical errors due to lack of internet connection and difficulty navigating the chatbot were brought up as issues. The findings are discussed, and potential implications are offered for those designing and developing digital mental health technologies for young people. 

Place, publisher, year, edition, pages
Taylor & Francis, 2024
Keywords
Artificial intelligence, chatbot, digital health, mental health, positive psychology, young people
National Category
Human Computer Interaction Other Health Sciences
Research subject
Nursing; Human Work Sciences
Identifiers
urn:nbn:se:ltu:diva-108265 (URN)10.1080/22423982.2024.2369349 (DOI)001253133300001 ()38912845 (PubMedID)2-s2.0-85196987841 (Scopus ID)
Note

Validerad;2024;Nivå 2;2024-07-03 (joosat);

Funder: Interreg Northern Periphery and Arctic Programme (grant number 345);

Full text: CC BY-NC License

Available from: 2024-07-03 Created: 2024-07-03 Last updated: 2024-11-20Bibliographically approved
Booth, F., Potts, C., Bond, R., Mulvenna, M., Kostenius, C., Dhanapala, I., . . . Ennis, E. (2023). A Mental Health and Well-Being Chatbot: User Event Log Analysis. JMIR mhealth and uhealth, 11, Article ID e43052.
Open this publication in new window or tab >>A Mental Health and Well-Being Chatbot: User Event Log Analysis
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2023 (English)In: JMIR mhealth and uhealth, E-ISSN 2291-5222, Vol. 11, article id e43052Article in journal (Refereed) Published
Abstract [en]

Background: Conversational user interfaces, or chatbots, are becoming more popular in the realm of digital health and well-being. While many studies focus on measuring the cause or effect of a digital intervention on people’s health and well-being (outcomes), there is a need to understand how users really engage and use a digital intervention in the real world.

Objective: In this study, we examine the user logs of a mental well-being chatbot called ChatPal, which is based on the concept of positive psychology. The aim of this research is to analyze the log data from the chatbot to provide insight into usage patterns, the different types of users using clustering, and associations between the usage of the app’s features.

Methods: Log data from ChatPal was analyzed to explore usage. A number of user characteristics including user tenure, unique days, mood logs recorded, conversations accessed, and total number of interactions were used with k-means clustering to identify user archetypes. Association rule mining was used to explore links between conversations.

Results: ChatPal log data revealed 579 individuals older than 18 years used the app with most users being female (n=387, 67%). User interactions peaked around breakfast, lunchtime, and early evening. Clustering revealed 3 groups including “abandoning users” (n=473), “sporadic users” (n=93), and “frequent transient users” (n=13). Each cluster had distinct usage characteristics, and the features were significantly different (P<.001) across each group. While all conversations within the chatbot were accessed at least once by users, the “treat yourself like a friend” conversation was the most popular, which was accessed by 29% (n=168) of users. However, only 11.7% (n=68) of users repeated this exercise more than once. Analysis of transitions between conversations revealed strong links between “treat yourself like a friend,” “soothing touch,” and “thoughts diary” among others. Association rule mining confirmed these 3 conversations as having the strongest linkages and suggested other associations between the co-use of chatbot features.

Conclusions: This study has provided insight into the types of people using the ChatPal chatbot, patterns of use, and associations between the usage of the app’s features, which can be used to further develop the app by considering the features most accessed by users.

Place, publisher, year, edition, pages
JMIR Publications, 2023
National Category
Human Computer Interaction Other Health Sciences
Research subject
Nursing
Identifiers
urn:nbn:se:ltu:diva-99595 (URN)10.2196/43052 (DOI)001038300600001 ()37410539 (PubMedID)2-s2.0-85164261606 (Scopus ID)
Note

Validerad;2023;Nivå 2;2023-08-14 (joosat);

Funder: Interreg Northern Periphery and Arctic Programme (grant number 345)

Licens fulltext: CC BY License

Available from: 2023-08-14 Created: 2023-08-14 Last updated: 2023-08-14Bibliographically approved
Potts, C., Lindström, F., Bond, R., Mulvenna, M., Booth, F., Ennis, E., . . . O'Neill, S. (2023). A Multilingual Digital Mental Health and Well-Being Chatbot (ChatPal): Pre-Post Multicenter Intervention Study. Journal of Medical Internet Research, 25, Article ID e43051.
Open this publication in new window or tab >>A Multilingual Digital Mental Health and Well-Being Chatbot (ChatPal): Pre-Post Multicenter Intervention Study
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2023 (English)In: Journal of Medical Internet Research, E-ISSN 1438-8871, Vol. 25, article id e43051Article in journal (Refereed) Published
Abstract [en]

Background: In recent years, advances in technology have led to an influx of mental health apps, in particular the development of mental health and well-being chatbots, which have already shown promise in terms of their efficacy, availability, and accessibility. The ChatPal chatbot was developed to promote positive mental well-being among citizens living in rural areas. ChatPal is a multilingual chatbot, available in English, Scottish Gaelic, Swedish, and Finnish, containing psychoeducational content and exercises such as mindfulness and breathing, mood logging, gratitude, and thought diaries.

Objective: The primary objective of this study is to evaluate a multilingual mental health and well-being chatbot (ChatPal) to establish if it has an effect on mental well-being. Secondary objectives include investigating the characteristics of individuals that showed improvements in well-being along with those with worsening well-being and applying thematic analysis to user feedback.

Methods: A pre-post intervention study was conducted where participants were recruited to use the intervention (ChatPal) for a 12-week period. Recruitment took place across 5 regions: Northern Ireland, Scotland, the Republic of Ireland, Sweden, and Finland. Outcome measures included the Short Warwick-Edinburgh Mental Well-Being Scale, the World Health Organization-Five Well-Being Index, and the Satisfaction with Life Scale, which were evaluated at baseline, midpoint, and end point. Written feedback was collected from participants and subjected to qualitative analysis to identify themes.

Results: A total of 348 people were recruited to the study (n=254, 73% female; n=94, 27% male) aged between 18 and 73 (mean 30) years. The well-being scores of participants improved from baseline to midpoint and from baseline to end point; however, improvement in scores was not statistically significant on the Short Warwick-Edinburgh Mental Well-Being Scale (P=.42), the World Health Organization-Five Well-Being Index (P=.52), or the Satisfaction With Life Scale (P=.81). Individuals that had improved well-being scores (n=16) interacted more with the chatbot and were significantly younger compared to those whose well-being declined over the study (P=.03). Three themes were identified from user feedback, including “positive experiences,” “mixed or neutral experiences,” and “negative experiences.” Positive experiences included enjoying exercises provided by the chatbot, while most of the mixed, neutral, or negative experiences mentioned liking the chatbot overall, but there were some barriers, such as technical or performance errors, that needed to be overcome.

Conclusions: Marginal improvements in mental well-being were seen in those who used ChatPal, albeit nonsignificant. We propose that the chatbot could be used along with other service offerings to complement different digital or face-to-face services, although further research should be carried out to confirm the effectiveness of this approach. Nonetheless, this paper highlights the need for blended service offerings in mental health care.

Place, publisher, year, edition, pages
JMIR Publications, 2023
Keywords
apps, conversation agent, conversational user interfaces, digital health intervention, digital interventions, health care, mental health, mental well-being, mixed methods, Satisfaction With Life Scale, Warwick-Edinburgh Mental Well-Being Scale, World Health Organization-Five Well-Being Index Scale
National Category
Other Health Sciences
Research subject
Human Work Sciences; Nursing
Identifiers
urn:nbn:se:ltu:diva-99282 (URN)10.2196/43051 (DOI)001028688700001 ()37410537 (PubMedID)2-s2.0-85164273093 (Scopus ID)
Funder
Luleå University of Technology
Note

Validerad;2023;Nivå 2;2023-08-09 (hanlid)

Available from: 2023-08-08 Created: 2023-08-08 Last updated: 2024-03-07Bibliographically approved
Kostenius, C. (2023). School Nurses’ Experiences With Health Dialogues: A Swedish Case. Journal of School Nursing, 39(5), 345-356
Open this publication in new window or tab >>School Nurses’ Experiences With Health Dialogues: A Swedish Case
2023 (English)In: Journal of School Nursing, ISSN 1059-8405, E-ISSN 1546-8364, Vol. 39, no 5, p. 345-356Article in journal (Refereed) Published
Abstract [en]

The aim of this study was to describe school nurses’ experiences with health dialogues and elicit their thoughts about how schools can reach the full potential in promoting students’ health literacy and learning. The phenomenological analysis resulted in four themes: (i) A golden opportunity…or not, (ii) Like a double-edged sword, (iii) Able or unable organizations, and (iv) Visions of good conditions for health and learning. School nurses’ experiences revealed that health dialogues are beneficial and can be valuable tools in promoting health and learning when (1) the health dialogues are an important part of the educational assignment, (2) school nurses are valued for fulfilling the educational assignment, and their work conditions are reasonable, (3) the results from the health dialogues and health questionnaires are used systematically to promote health and learning, (4) a “whole-school approach” is used to build enabling relationships among all school staff and students.

Place, publisher, year, edition, pages
Sage Publications, 2023
Keywords
qualitative research, health education, health promotion, health literacy, health dialogue, school nurses, health interview
National Category
Nursing
Research subject
Nursing
Identifiers
urn:nbn:se:ltu:diva-86023 (URN)10.1177/10598405211022597 (DOI)000665222200001 ()34155940 (PubMedID)2-s2.0-85108430217 (Scopus ID)
Funder
Riksbankens Jubileumsfond, RMP17-0240:2
Note

Validerad;2023;Nivå 2;2023-11-06 (sofila);

Available from: 2021-06-28 Created: 2021-06-28 Last updated: 2023-11-06Bibliographically approved
Nieminen, H., Kuosmanen, L., Bond, R., Vartiainen, A.-K., Mulvenna, M., Potts, C. & Kostenius, C. (2022). Coproducing multilingual conversational scripts for a mental wellbeing chatbot - where healthcare domain experts become chatbot designers. Paper presented at 30th European Congress of Psychiatry, June 4-7, 2022, Budapest, Hungary. European psychiatry, 65(1, SI), 293-293, Article ID EPP0517.
Open this publication in new window or tab >>Coproducing multilingual conversational scripts for a mental wellbeing chatbot - where healthcare domain experts become chatbot designers
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2022 (English)In: European psychiatry, ISSN 0924-9338, E-ISSN 1778-3585, Vol. 65, no 1, SI, p. 293-293, article id EPP0517Article in journal, Meeting abstract (Refereed) Published
Abstract [en]

Introduction

Digital mental health interventions, such as chatbots that promote mental health and wellbeing are a promising way to deliver low-threshold support 24/7 for those in need. According to current knowledge about the topic, health care professionals should participate in the design and development processes for digital interventions.

Objectives

The aim of this presentation is to describe the interdisciplinary content development process of the ChatPal chatbot.

Methods

The content development process started in co-operation with mental health professionals and potential users to identify requirements. Content was created, evaluated and tested in international, multi-disciplinary group workshops, and online tools were used to allow the collaboration. Initial conversational scripts were drafted in English, and translated into Finnish, Swedish and Scottish Gaelic.

Results

A multilingual chatbot was developed and the conversation scripts were structured and stored using a spreadsheet. The conversation scripts will be made freely available online in due course using this structured approach to formatting chatbot dialogue content. It will allow repurposing the content as well as facilitating studies that wish to assess the design of conversation scripts for mental health chatbots. Conversation design process also highlighted some challenges in turning empathetic and supportive conversations to short utterances suitable for a chatbot.

Conclusions

The ChatPal chatbot is now available in four languages. As literature about the topic is still scarce, it is important to describe and document the content development processes of mental health chatbots. Future work will develop a conversational UX toolkit that would allow health professionals to design chatbot scripts using design guidelines.

Place, publisher, year, edition, pages
Cambridge University Press, 2022
Keywords
development process, chatbots, mental wellbeing, digital interventions
National Category
Human Computer Interaction
Research subject
Nursing
Identifiers
urn:nbn:se:ltu:diva-96155 (URN)10.1192/j.eurpsy.2022.748 (DOI)000897965700714 ()
Conference
30th European Congress of Psychiatry, June 4-7, 2022, Budapest, Hungary
Note

Godkänd;2023;Nivå 0;2023-03-16 (joosat);Konferensartikel i tidskrift

License full text: This is an Open Access article, distributed under the terms of the Creative Commons Attribution licence (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted re-use, distribution, and reproduction in any medium, provided the original work is properly cited.

Available from: 2023-03-16 Created: 2023-03-16 Last updated: 2023-05-17Bibliographically approved
Kuosmanen, L., Vartiainen, A.-K., Nieminen, H., Kostenius, C., Bond, R., Mulvenna, M., . . . Dhanapala, I. (2022). Development process of artificial intelligence based chatbot to support and promote mental wellbeing in sparsely populated areas of five European countries. Paper presented at 30th European Congress of Psychiatry, June 4-7, 2022, Budapest, Hungary. European psychiatry, 65(1, SI), 168-168, Article ID EPP0128.
Open this publication in new window or tab >>Development process of artificial intelligence based chatbot to support and promote mental wellbeing in sparsely populated areas of five European countries
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2022 (English)In: European psychiatry, ISSN 0924-9338, E-ISSN 1778-3585, Vol. 65, no 1, SI, p. 168-168, article id EPP0128Article in journal, Meeting abstract (Refereed) Published
Abstract [en]

Introduction

In many countries, people face problems regarding access to care, 24/7 support and evidence-based support. Digital interventions and services, such as chatbots, can be one option to tackle these challenges. There is a lack knowledge regarding how mental health chatbots are developed and how to ensure that there is collaboration between mental health and digital technology experts and users.

Objectives

This presentation describes the phases of the development for the ChatPal mental health and wellbeing chatbot.

Methods

Development process was conducted in five and with four different languages. First, using an electronic survey for mental health professionals (n =190) we screened how familiar they are with chatbots and how they evaluated their potential. Second, university students and staff, mental health professionals and service users (n=78) participated in workshops to design the chatbot content. Finally, the content and scripts of chatbot were written in multi-professional and multi-national collaboration.

Results

ChatPal is based on the PERMAH model of positive psychology and on the idea that we all have mental health which needs boosting and support from time to time. ChatPal includes relevant mental health information, exercises, mood diaries and simple monitoring and self-care tools. Based on preliminary evaluations, the ChatPal chatbot offers an option to offer support in areas where other mental health services are lacking or are insufficient.

Conclusions

ChatPal is already freely available in application stores and first scientific trials are have started. Preliminary results of 4-week and subsequent 12-week in-the-wild trials will be in place at the time of EPA 2022 conference.

Place, publisher, year, edition, pages
Cambridge University Press, 2022
Keywords
Promotion, wellbeing, chatbot, mental health
National Category
Public Health, Global Health, Social Medicine and Epidemiology
Research subject
Nursing
Identifiers
urn:nbn:se:ltu:diva-96159 (URN)10.1192/j.eurpsy.2022.446 (DOI)000897965700412 ()
Conference
30th European Congress of Psychiatry, June 4-7, 2022, Budapest, Hungary
Note

Godkänd;2023;Nivå 0;2023-03-16 (joosat);Konferensartikel i tidskrift

License full text: This is an Open Access article, distributed under the terms of the Creative Commons Attribution licence (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted re-use, distribution, and reproduction in any medium, provided the original work is properly cited.

Available from: 2023-03-16 Created: 2023-03-16 Last updated: 2023-05-17Bibliographically approved
Kostenius, C., Hertting, K., Pelters, P. & Lindgren, E.-C. (2022). From Hell to Heaven? Lived experiences of LGBTQ migrants in relation to health and their reflections on the future. Culture, Health and Sexuality, 24(11), 1590-1602
Open this publication in new window or tab >>From Hell to Heaven? Lived experiences of LGBTQ migrants in relation to health and their reflections on the future
2022 (English)In: Culture, Health and Sexuality, ISSN 1369-1058, E-ISSN 1464-5351, Vol. 24, no 11, p. 1590-1602Article in journal (Refereed) Published
Abstract [en]

This paper explores the lived experiences of LGBTQ migrants participating in a civil society group in Sweden during the migration process and their reflections on the future. Eleven migrants who self-identified as LGBTQ (seven male/gay, one female/lesbian, one female/bi-sexual, and two transgender/gay persons) from three local support groups for LGBTQ migrants agreed to be interviewed. Participants came from Guinea, Iraq, Kurdistan, North Macedonia, Nigeria, Nicaragua, Pakistan, the Russian Federation, Syria, Uganda and Ukraine. Interpretative-phenomenological analysis resulted in three themes: Past: from daily stress to the fear of being killed; Present: safety, belonging and resources to support the transition to a new life; and Future: making a positive difference or being afraid of what’s ahead. Participants’ health-related journeys and reflections about the future were complex in terms of favourable and unfavourable lived experiences, which become resources and risks for personal development. Study findings offers an enhanced awareness of the complex landscape of, and interaction between, vulnerability and potentiality. Based on the findings, we suggest the adoption of a health promoting approach focusing on the LGBTQ migrants’ strengths and personal resources. 

Place, publisher, year, edition, pages
Taylor & Francis, 2022
Keywords
LGBTQ, qualitative method, health promotion, civil society, migrants
National Category
Health Care Service and Management, Health Policy and Services and Health Economy
Research subject
Nursing
Identifiers
urn:nbn:se:ltu:diva-87639 (URN)10.1080/13691058.2021.1983020 (DOI)000709230000001 ()34669560 (PubMedID)2-s2.0-85117367872 (Scopus ID)
Funder
Swedish Agency for Youth and Civil Society (MUCF), 0718/18
Note

Validerad;2022;Nivå 2;2022-11-29 (sofila)

Available from: 2021-10-25 Created: 2021-10-25 Last updated: 2022-11-29Bibliographically approved
Kostenius, C. & Lundqvist, C. (2022). Open letters about health dialogues reveal school staff and students’ expectations of school health promotion leadership. Health Education, 122(3), 318-334
Open this publication in new window or tab >>Open letters about health dialogues reveal school staff and students’ expectations of school health promotion leadership
2022 (English)In: Health Education, ISSN 0965-4283, E-ISSN 1758-714X, Vol. 122, no 3, p. 318-334Article in journal (Refereed) Published
Abstract [en]

Purpose: This study explores to what extent health promotion policy in practice and leadership engagement is reflected in school actors’ experiences of health dialogues (HDs) and their ideas about promoting health and learning in schools. Design/methodology/approach: The 93 participants consisted of 44 school nurses, 37 students in grades 4, 7 or the first year of high school and 12 teachers, who shared their experiences with HDs by writing open letters. Findings: The qualitative content analysis resulted in four themes: Putting health on the agenda, Finding a common goal, Walking side by side and Pointing out a healthy direction. The participants’ expectations of school health promotion leadership are revealed in suggestions on how the HDs can fulfill both the educational assignment and promote student health. Practical implications: Based on the findings, we argue that for successful school health promotion leaders need to acknowledge the field of tension where leadership has to take place, anchor health promotion policy and administer “a Sandwich approach” – a top-down and bottom-up leadership simultaneously that facilitates school-based health promotion. Originality/value: When different school actors (school nurses, teachers and students) are given a voice, a collective picture of HDs can emerge and help develop health promotion practices.

Place, publisher, year, edition, pages
Emerald Group Publishing Limited, 2022
Keywords
Health promotion, Health promoting schools, Management, School health promotion, Education policy, Health policy
National Category
Nursing
Research subject
Nursing
Identifiers
urn:nbn:se:ltu:diva-85025 (URN)10.1108/HE-06-2020-0046 (DOI)000657045400001 ()2-s2.0-85106486758 (Scopus ID)
Note

Validerad;2022;Nivå 2;2022-04-13 (sofila)

Available from: 2021-06-11 Created: 2021-06-11 Last updated: 2022-04-13Bibliographically approved
Pelters, P., Hertting, K., Kostenius, C. & Lindgren, E.-C. (2022). “This Group is Like a Home to Me:” understandings of health of LGBTQ refugees in a Swedish health-related integration intervention: a qualitative study. BMC Public Health, 22(1), Article ID 1246.
Open this publication in new window or tab >>“This Group is Like a Home to Me:” understandings of health of LGBTQ refugees in a Swedish health-related integration intervention: a qualitative study
2022 (English)In: BMC Public Health, E-ISSN 1471-2458, Vol. 22, no 1, article id 1246Article in journal (Refereed) Published
Abstract [en]

Background: When large numbers of asylum seekers immigrate to a country, civil society is encouraged to contribute to their integration. A subgroup of asylum seekers comprising lesbian, gay, bisexual, transgender, or queer (LGBTQ) refugees are specifically deemed vulnerable to developing health and integration problems due to the double stigma of being a sexual/gender minority and a refugee. The Swedish Federation for LGBTQ Rights (RFSL) is a civil societal organization that has established the support group “RFSL Newcomers,” a health-related integration intervention that targets such refugees. The aim of the present study is reconstructing the subjective understanding of health of LGBTQ refugees.

Methods: Eleven participants in Newcomers and eight organizers were interviewed about LGBTQ refugees’ experiences of migrating and participating in RFSL Newcomers. Qualitative content analysis was used to reconstruct subjective understandings of health that were constructed in these narratives. As the data did not originally concentrate on exploring understandings of health, a broad theoretical approach was used as a heuristic for the analysis, which focused on the common everyday approach of conceptualizing health as wellbeing.

Results: The narratives revealed three interconnected, interdependent categories of understanding health in which tensions occur between wellbeing and ill-being: belonging versus alienation, security and safety versus insecurity, and recognition versus denial. The categories contribute to an overarching theme of health as framed freedom – i.e., freedom framed by conditions of society.

Conclusions: For our participants, belonging, recognition, and security/safety are conceptual elements of understanding health, not its social determinants. Thus, these understandings emphasize relational and existential meanings of health (theoretical implication). As for practical implications, the understandings of health were connected to being either inside or outside the Newcomers group and a new society, depending on whether LGBTQ refugees comply with social requirements. As a significant actor that is representative of the cultural majority and a facilitator of LGBTQ refugees’ resettlement process, RFSL provides LGBTQ refugees with crucial orientations for becoming a “good migrant” and a “good LGBTQ person,” yet a “bad bio-citizen.” Generally, organizers of interventions may enhance the effectiveness of their interventions when relational, existential, and biomedical understandings of health are all incorporated.

Place, publisher, year, edition, pages
Springer Nature, 2022
Keywords
Civil society, Intervention, Integration, LGBTQ refugees, Wellbeing, Understandings of health, Qualitative content analysis
National Category
Gender Studies Pedagogical Work
Research subject
Nursing
Identifiers
urn:nbn:se:ltu:diva-91971 (URN)10.1186/s12889-022-13641-8 (DOI)000815074300004 ()35739521 (PubMedID)2-s2.0-85132682555 (Scopus ID)
Funder
Stockholm UniversitySwedish Agency for Youth and Civil Society (MUCF), 0718/18
Note

Validerad;2022;Nivå 2;2022-06-28 (joosat);

Available from: 2022-06-28 Created: 2022-06-28 Last updated: 2023-08-28Bibliographically approved
Lindström, F. & Kostenius, C. (2022). ”Tillgänglig 24/7 ... men lite läskigt då det är en robot”: ungas syn på AI som verktyg för att främja psykisk hälsa. Norrbottens Kommuner
Open this publication in new window or tab >>”Tillgänglig 24/7 ... men lite läskigt då det är en robot”: ungas syn på AI som verktyg för att främja psykisk hälsa
2022 (Swedish)Report (Other academic)
Place, publisher, year, edition, pages
Norrbottens Kommuner, 2022. p. 59
Series
FoUI RAPPORT ; 91:2022
National Category
Nursing
Research subject
Nursing
Identifiers
urn:nbn:se:ltu:diva-92189 (URN)
Available from: 2022-07-18 Created: 2022-07-18 Last updated: 2022-07-18Bibliographically approved
Organisations
Identifiers
ORCID iD: ORCID iD iconorcid.org/0000-0002-3876-7202

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