Determinants of the Use of Health and Fitness Mobile Apps by Patients With Asthma: Secondary Analysis of Observational Studies

Detalhes bibliográficos
Autor(a) principal: Neves, Ana Luisa
Data de Publicação: 2021
Outros Autores: Jácome, Cristina, Taveira-Gomes, Tiago, Pereira, Ana Margarida, Almeida, Rute, Amaral, Rita, Alves-Correia, Magna, Mendes, Sandra, Chaves-Loureiro, Cláudia, Valério, Margarida, Lopes, Cristina, Carvalho, Joana, Mendes, Ana, Ribeiro, Carmelita, Prates, Sara, Ferreira, José Alberto, Teixeira, Maria Fernanda, Branco, Joana, Santalha, Marta, Vasconcelos, Maria João, Lozoya, Carlos, Santos, Natacha, Cardia, Francisca, Moreira, Ana Sofia, Taborda-Barata, Luís, Pinto, Cláudia Sofia, Ferreira, Rosário, Morais Silva, Pedro, Monteiro Ferreira, Tania, Câmara, Raquel, Lobo, Rui, Bordalo, Diana, Guimarães, Cristina, Espírito Santo, Maria, Ferraz de Oliveira, José, Cálix Augusto, Maria José, Gomes, Ricardo, Vieira, Inês, da Silva, Sofia, Marques, Maria, Cardoso, João, Morete, Ana, Aroso, Margarida, Cruz, Ana Margarida, Nunes, Carlos, Câmara, Rita, Rodrigues, Natalina, Abreu, Carmo, Albuquerque, Ana Luísa, Vieira, Claúdia, Santos, Carlos, Páscoa, Rosália, Chaves-Loureiro, Carla, Alves, Adelaide, Neves, Ângela, Varanda Marques, José, Reis, Bruno, Ferreira-Magalhães, Manuel, Almeida Fonseca, João
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10400.26/37640
https://doi.org/10.2196/25472
Resumo: Background: Health and fitness apps have potential benefits to improve self-management and disease control among patients with asthma. However, inconsistent use rates have been reported across studies, regions, and health systems. A better understanding of the characteristics of users and nonusers is critical to design solutions that are effectively integrated in patients’ daily lives, and to ensure that these equitably reach out to different groups of patients, thus improving rather than entrenching health inequities. Objective: This study aimed to evaluate the use of general health and fitness apps by patients with asthma and to identify determinants of usage. Methods: A secondary analysis of the INSPIRERS observational studies was conducted using data from face-to-face visits. Patients with a diagnosis of asthma were included between November 2017 and August 2020. Individual-level data were collected, including age, gender, marital status, educational level, health status, presence of anxiety and depression, postcode, socioeconomic level, digital literacy, use of health services, and use of health and fitness apps. Multivariate logistic regression was used to model the probability of being a health and fitness app user. Statistical analysis was performed in R. Results: A total of 526 patients attended a face-to-face visit in the 49 recruiting centers and 514 had complete data. Most participants were ≤40 years old (66.4%), had at least 10 years of education (57.4%), and were in the 3 higher quintiles of the socioeconomic deprivation index (70.1%). The majority reported an overall good health status (visual analogue scale [VAS] score>70 in 93.1%) and the prevalence of anxiety and depression was 34.3% and 11.9%, respectively. The proportion of participants who reported using health and fitness mobile apps was 41.1% (n=211). Multivariate models revealed that single individuals and those with more than 10 years of education are more likely to use health and fitness mobile apps (adjusted odds ratio [aOR] 2.22, 95%CI 1.05-4.75 and aOR 1.95, 95%CI 1.12-3.45, respectively). Higher digital literacy scores were also associated with higher odds of being a user of health and fitness apps, with participants in the second, third, and fourth quartiles reporting aORs of 6.74 (95%CI 2.90-17.40), 10.30 (95%CI 4.28-27.56), and 11.52 (95%CI 4.78-30.87), respectively. Participants with depression symptoms had lower odds of using health and fitness apps (aOR 0.32, 95%CI 0.12-0.83). Conclusions: A better understanding of the barriers and enhancers of app use among patients with lower education, lower digital literacy, or depressive symptoms is key to design tailored interventions to ensure a sustained and equitable use of these technologies. Future studies should also assess users’ general health-seeking behavior and their interest and concerns specifically about digital tools. These factors may impact both initial engagement and sustained use.
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spelling Determinants of the Use of Health and Fitness Mobile Apps by Patients With Asthma: Secondary Analysis of Observational Studiesmobile appssmartphonepatient participationself-managementasthmaBackground: Health and fitness apps have potential benefits to improve self-management and disease control among patients with asthma. However, inconsistent use rates have been reported across studies, regions, and health systems. A better understanding of the characteristics of users and nonusers is critical to design solutions that are effectively integrated in patients’ daily lives, and to ensure that these equitably reach out to different groups of patients, thus improving rather than entrenching health inequities. Objective: This study aimed to evaluate the use of general health and fitness apps by patients with asthma and to identify determinants of usage. Methods: A secondary analysis of the INSPIRERS observational studies was conducted using data from face-to-face visits. Patients with a diagnosis of asthma were included between November 2017 and August 2020. Individual-level data were collected, including age, gender, marital status, educational level, health status, presence of anxiety and depression, postcode, socioeconomic level, digital literacy, use of health services, and use of health and fitness apps. Multivariate logistic regression was used to model the probability of being a health and fitness app user. Statistical analysis was performed in R. Results: A total of 526 patients attended a face-to-face visit in the 49 recruiting centers and 514 had complete data. Most participants were ≤40 years old (66.4%), had at least 10 years of education (57.4%), and were in the 3 higher quintiles of the socioeconomic deprivation index (70.1%). The majority reported an overall good health status (visual analogue scale [VAS] score>70 in 93.1%) and the prevalence of anxiety and depression was 34.3% and 11.9%, respectively. The proportion of participants who reported using health and fitness mobile apps was 41.1% (n=211). Multivariate models revealed that single individuals and those with more than 10 years of education are more likely to use health and fitness mobile apps (adjusted odds ratio [aOR] 2.22, 95%CI 1.05-4.75 and aOR 1.95, 95%CI 1.12-3.45, respectively). Higher digital literacy scores were also associated with higher odds of being a user of health and fitness apps, with participants in the second, third, and fourth quartiles reporting aORs of 6.74 (95%CI 2.90-17.40), 10.30 (95%CI 4.28-27.56), and 11.52 (95%CI 4.78-30.87), respectively. Participants with depression symptoms had lower odds of using health and fitness apps (aOR 0.32, 95%CI 0.12-0.83). Conclusions: A better understanding of the barriers and enhancers of app use among patients with lower education, lower digital literacy, or depressive symptoms is key to design tailored interventions to ensure a sustained and equitable use of these technologies. Future studies should also assess users’ general health-seeking behavior and their interest and concerns specifically about digital tools. These factors may impact both initial engagement and sustained use.POCI-01-0145-36-FEDER-029130COMPETE2020UIDB/4255/2020info:eu-repo/semantics/publishedVersionJMIR Publications2021-10-07T08:01:11Z2021-10-072021-09-22T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articlehttp://hdl.handle.net/10400.26/37640http://hdl.handle.net/10400.26/37640https://doi.org/10.2196/25472engNeves AL, Jácome C, Taveira-Gomes T, Pereira AM, Almeida R, Amaral R, Alves-Correia M, Mendes S, Chaves-Loureiro C, Valério M, Lopes C, Carvalho J, Mendes A, Ribeiro C, Prates S, Ferreira JA, Teixeira MF, Branco J, Santalha M, Vasconcelos MJ, Lozoya C, Santos N, Cardia F, Moreira AS, Taborda-Barata L, Pinto CS, Ferreira R, Morais Silva P, Monteiro Ferreira T, Câmara R, Lobo R, Bordalo D, Guimarães C, Espírito Santo M, Ferraz de Oliveira J, Cálix Augusto MJ, Gomes R, Vieira I, da Silva S, Marques M, Cardoso J, Morete A, Aroso M, Cruz AM, Nunes C, Câmara R, Rodrigues N, Abreu C, Albuquerque AL, Vieira C, Santos C, Páscoa R, Chaves-Loureiro C, Alves A, Neves Â, Varanda Marques J, Reis B, Ferreira-Magalhães M, Almeida Fonseca J Determinants of the Use of Health and Fitness Mobile Apps by Patients With Asthma: Secondary Analysis of Observational Studies J Med Internet Res 2021;23(9):e25472 doi: 10.2196/25472 PMID: 345500771438-8871https://www.jmir.org/2021/9/e25472http://creativecommons.org/licenses/by/4.0/info:eu-repo/semantics/openAccessNeves, Ana LuisaJácome, CristinaTaveira-Gomes, TiagoPereira, Ana MargaridaAlmeida, RuteAmaral, RitaAlves-Correia, MagnaMendes, SandraChaves-Loureiro, CláudiaValério, MargaridaLopes, CristinaCarvalho, JoanaMendes, AnaRibeiro, CarmelitaPrates, SaraFerreira, José AlbertoTeixeira, Maria FernandaBranco, JoanaSantalha, MartaVasconcelos, Maria JoãoLozoya, CarlosSantos, NatachaCardia, FranciscaMoreira, Ana SofiaTaborda-Barata, LuísPinto, Cláudia SofiaFerreira, RosárioMorais Silva, PedroMonteiro Ferreira, TaniaCâmara, RaquelLobo, RuiBordalo, DianaGuimarães, CristinaEspírito Santo, MariaFerraz de Oliveira, JoséCálix Augusto, Maria JoséGomes, RicardoVieira, Inêsda Silva, SofiaMarques, MariaCardoso, JoãoMorete, AnaAroso, MargaridaCruz, Ana MargaridaNunes, CarlosCâmara, RitaRodrigues, NatalinaAbreu, CarmoAlbuquerque, Ana LuísaVieira, ClaúdiaSantos, CarlosPáscoa, RosáliaChaves-Loureiro, CarlaAlves, AdelaideNeves, ÂngelaVaranda Marques, JoséReis, BrunoFerreira-Magalhães, ManuelAlmeida Fonseca, Joãoreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2024-02-03T04:39:18Zoai:comum.rcaap.pt:10400.26/37640Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-20T02:07:56.192478Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv Determinants of the Use of Health and Fitness Mobile Apps by Patients With Asthma: Secondary Analysis of Observational Studies
title Determinants of the Use of Health and Fitness Mobile Apps by Patients With Asthma: Secondary Analysis of Observational Studies
spellingShingle Determinants of the Use of Health and Fitness Mobile Apps by Patients With Asthma: Secondary Analysis of Observational Studies
Neves, Ana Luisa
mobile apps
smartphone
patient participation
self-management
asthma
title_short Determinants of the Use of Health and Fitness Mobile Apps by Patients With Asthma: Secondary Analysis of Observational Studies
title_full Determinants of the Use of Health and Fitness Mobile Apps by Patients With Asthma: Secondary Analysis of Observational Studies
title_fullStr Determinants of the Use of Health and Fitness Mobile Apps by Patients With Asthma: Secondary Analysis of Observational Studies
title_full_unstemmed Determinants of the Use of Health and Fitness Mobile Apps by Patients With Asthma: Secondary Analysis of Observational Studies
title_sort Determinants of the Use of Health and Fitness Mobile Apps by Patients With Asthma: Secondary Analysis of Observational Studies
author Neves, Ana Luisa
author_facet Neves, Ana Luisa
Jácome, Cristina
Taveira-Gomes, Tiago
Pereira, Ana Margarida
Almeida, Rute
Amaral, Rita
Alves-Correia, Magna
Mendes, Sandra
Chaves-Loureiro, Cláudia
Valério, Margarida
Lopes, Cristina
Carvalho, Joana
Mendes, Ana
Ribeiro, Carmelita
Prates, Sara
Ferreira, José Alberto
Teixeira, Maria Fernanda
Branco, Joana
Santalha, Marta
Vasconcelos, Maria João
Lozoya, Carlos
Santos, Natacha
Cardia, Francisca
Moreira, Ana Sofia
Taborda-Barata, Luís
Pinto, Cláudia Sofia
Ferreira, Rosário
Morais Silva, Pedro
Monteiro Ferreira, Tania
Câmara, Raquel
Lobo, Rui
Bordalo, Diana
Guimarães, Cristina
Espírito Santo, Maria
Ferraz de Oliveira, José
Cálix Augusto, Maria José
Gomes, Ricardo
Vieira, Inês
da Silva, Sofia
Marques, Maria
Cardoso, João
Morete, Ana
Aroso, Margarida
Cruz, Ana Margarida
Nunes, Carlos
Câmara, Rita
Rodrigues, Natalina
Abreu, Carmo
Albuquerque, Ana Luísa
Vieira, Claúdia
Santos, Carlos
Páscoa, Rosália
Chaves-Loureiro, Carla
Alves, Adelaide
Neves, Ângela
Varanda Marques, José
Reis, Bruno
Ferreira-Magalhães, Manuel
Almeida Fonseca, João
author_role author
author2 Jácome, Cristina
Taveira-Gomes, Tiago
Pereira, Ana Margarida
Almeida, Rute
Amaral, Rita
Alves-Correia, Magna
Mendes, Sandra
Chaves-Loureiro, Cláudia
Valério, Margarida
Lopes, Cristina
Carvalho, Joana
Mendes, Ana
Ribeiro, Carmelita
Prates, Sara
Ferreira, José Alberto
Teixeira, Maria Fernanda
Branco, Joana
Santalha, Marta
Vasconcelos, Maria João
Lozoya, Carlos
Santos, Natacha
Cardia, Francisca
Moreira, Ana Sofia
Taborda-Barata, Luís
Pinto, Cláudia Sofia
Ferreira, Rosário
Morais Silva, Pedro
Monteiro Ferreira, Tania
Câmara, Raquel
Lobo, Rui
Bordalo, Diana
Guimarães, Cristina
Espírito Santo, Maria
Ferraz de Oliveira, José
Cálix Augusto, Maria José
Gomes, Ricardo
Vieira, Inês
da Silva, Sofia
Marques, Maria
Cardoso, João
Morete, Ana
Aroso, Margarida
Cruz, Ana Margarida
Nunes, Carlos
Câmara, Rita
Rodrigues, Natalina
Abreu, Carmo
Albuquerque, Ana Luísa
Vieira, Claúdia
Santos, Carlos
Páscoa, Rosália
Chaves-Loureiro, Carla
Alves, Adelaide
Neves, Ângela
Varanda Marques, José
Reis, Bruno
Ferreira-Magalhães, Manuel
Almeida Fonseca, João
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author
author
author
author
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author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
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dc.contributor.author.fl_str_mv Neves, Ana Luisa
Jácome, Cristina
Taveira-Gomes, Tiago
Pereira, Ana Margarida
Almeida, Rute
Amaral, Rita
Alves-Correia, Magna
Mendes, Sandra
Chaves-Loureiro, Cláudia
Valério, Margarida
Lopes, Cristina
Carvalho, Joana
Mendes, Ana
Ribeiro, Carmelita
Prates, Sara
Ferreira, José Alberto
Teixeira, Maria Fernanda
Branco, Joana
Santalha, Marta
Vasconcelos, Maria João
Lozoya, Carlos
Santos, Natacha
Cardia, Francisca
Moreira, Ana Sofia
Taborda-Barata, Luís
Pinto, Cláudia Sofia
Ferreira, Rosário
Morais Silva, Pedro
Monteiro Ferreira, Tania
Câmara, Raquel
Lobo, Rui
Bordalo, Diana
Guimarães, Cristina
Espírito Santo, Maria
Ferraz de Oliveira, José
Cálix Augusto, Maria José
Gomes, Ricardo
Vieira, Inês
da Silva, Sofia
Marques, Maria
Cardoso, João
Morete, Ana
Aroso, Margarida
Cruz, Ana Margarida
Nunes, Carlos
Câmara, Rita
Rodrigues, Natalina
Abreu, Carmo
Albuquerque, Ana Luísa
Vieira, Claúdia
Santos, Carlos
Páscoa, Rosália
Chaves-Loureiro, Carla
Alves, Adelaide
Neves, Ângela
Varanda Marques, José
Reis, Bruno
Ferreira-Magalhães, Manuel
Almeida Fonseca, João
dc.subject.por.fl_str_mv mobile apps
smartphone
patient participation
self-management
asthma
topic mobile apps
smartphone
patient participation
self-management
asthma
description Background: Health and fitness apps have potential benefits to improve self-management and disease control among patients with asthma. However, inconsistent use rates have been reported across studies, regions, and health systems. A better understanding of the characteristics of users and nonusers is critical to design solutions that are effectively integrated in patients’ daily lives, and to ensure that these equitably reach out to different groups of patients, thus improving rather than entrenching health inequities. Objective: This study aimed to evaluate the use of general health and fitness apps by patients with asthma and to identify determinants of usage. Methods: A secondary analysis of the INSPIRERS observational studies was conducted using data from face-to-face visits. Patients with a diagnosis of asthma were included between November 2017 and August 2020. Individual-level data were collected, including age, gender, marital status, educational level, health status, presence of anxiety and depression, postcode, socioeconomic level, digital literacy, use of health services, and use of health and fitness apps. Multivariate logistic regression was used to model the probability of being a health and fitness app user. Statistical analysis was performed in R. Results: A total of 526 patients attended a face-to-face visit in the 49 recruiting centers and 514 had complete data. Most participants were ≤40 years old (66.4%), had at least 10 years of education (57.4%), and were in the 3 higher quintiles of the socioeconomic deprivation index (70.1%). The majority reported an overall good health status (visual analogue scale [VAS] score>70 in 93.1%) and the prevalence of anxiety and depression was 34.3% and 11.9%, respectively. The proportion of participants who reported using health and fitness mobile apps was 41.1% (n=211). Multivariate models revealed that single individuals and those with more than 10 years of education are more likely to use health and fitness mobile apps (adjusted odds ratio [aOR] 2.22, 95%CI 1.05-4.75 and aOR 1.95, 95%CI 1.12-3.45, respectively). Higher digital literacy scores were also associated with higher odds of being a user of health and fitness apps, with participants in the second, third, and fourth quartiles reporting aORs of 6.74 (95%CI 2.90-17.40), 10.30 (95%CI 4.28-27.56), and 11.52 (95%CI 4.78-30.87), respectively. Participants with depression symptoms had lower odds of using health and fitness apps (aOR 0.32, 95%CI 0.12-0.83). Conclusions: A better understanding of the barriers and enhancers of app use among patients with lower education, lower digital literacy, or depressive symptoms is key to design tailored interventions to ensure a sustained and equitable use of these technologies. Future studies should also assess users’ general health-seeking behavior and their interest and concerns specifically about digital tools. These factors may impact both initial engagement and sustained use.
publishDate 2021
dc.date.none.fl_str_mv 2021-10-07T08:01:11Z
2021-10-07
2021-09-22T00:00:00Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://hdl.handle.net/10400.26/37640
http://hdl.handle.net/10400.26/37640
https://doi.org/10.2196/25472
url http://hdl.handle.net/10400.26/37640
https://doi.org/10.2196/25472
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Neves AL, Jácome C, Taveira-Gomes T, Pereira AM, Almeida R, Amaral R, Alves-Correia M, Mendes S, Chaves-Loureiro C, Valério M, Lopes C, Carvalho J, Mendes A, Ribeiro C, Prates S, Ferreira JA, Teixeira MF, Branco J, Santalha M, Vasconcelos MJ, Lozoya C, Santos N, Cardia F, Moreira AS, Taborda-Barata L, Pinto CS, Ferreira R, Morais Silva P, Monteiro Ferreira T, Câmara R, Lobo R, Bordalo D, Guimarães C, Espírito Santo M, Ferraz de Oliveira J, Cálix Augusto MJ, Gomes R, Vieira I, da Silva S, Marques M, Cardoso J, Morete A, Aroso M, Cruz AM, Nunes C, Câmara R, Rodrigues N, Abreu C, Albuquerque AL, Vieira C, Santos C, Páscoa R, Chaves-Loureiro C, Alves A, Neves Â, Varanda Marques J, Reis B, Ferreira-Magalhães M, Almeida Fonseca J Determinants of the Use of Health and Fitness Mobile Apps by Patients With Asthma: Secondary Analysis of Observational Studies J Med Internet Res 2021;23(9):e25472 doi: 10.2196/25472 PMID: 34550077
1438-8871
https://www.jmir.org/2021/9/e25472
dc.rights.driver.fl_str_mv http://creativecommons.org/licenses/by/4.0/
info:eu-repo/semantics/openAccess
rights_invalid_str_mv http://creativecommons.org/licenses/by/4.0/
eu_rights_str_mv openAccess
dc.publisher.none.fl_str_mv JMIR Publications
publisher.none.fl_str_mv JMIR Publications
dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
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