The experiences of daily smartphone use among older adults in Brazil: A grounded theory analysis
Open accessAbstract
Background: Digital inclusion of older people is an important agenda for the future and well-being of the older population, as it represents a form of social inclusion with significant gains for healthy aging. The present study aimed to understand the experiences of Brazilian older adults who use smartphones and the implications in their daily lives. Method: A qualitative study was developed using a constructivist grounded approach. Older people (≥60 years) with prior access to a smartphone were invited to participate in the study. Participation took place through semi-structured, audio-recorded interviews. Data collection and analysis occurred simultaneously using a constant comparative approach. Data management and analysis used the Atlas.ti® software. Results: Overall, 37 older people participated, with an average age of 70.60 ± 6.95 years, predominantly female (n = 33), white (n = 25), married (n = 26) and retired (n = 27). The first sample group included 27 older people with family support and the second group included 10 older people without family support (who lived alone in their homes). A core category emerged from the data analysis-"Expanding the personal and social development of older adults through smartphone communication"-around which three main categories emerged: 1) The smartphone as "a window to the world"; 2) The problem of misinformation and fake news on virtual networks; 3) Technological paradoxes in the use of smartphones. Conclusions: The digital transition associated with smartphone use brings unimaginable benefits to older adults who adopt positive habits to improve their well-being and expand their social connections, following efforts proposed by the Decade of Healthy Aging. However, older adults still face disparities and experience a significant digital divide, which represents a major challenge. Barriers to access are further aggravated in developing countries. We hope this study contributes to public health policies on digital inclusion and healthy aging.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
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?
Auckland and Rio de Janeiro are locations with widespread smartphone use, which increases the volume and continuity of available mobility traces.
“Auckland and Rio de Janeiro are also locations with widespread smartphone use, increasing the volume and continuity of available mobility traces (Crothers et al. 2016;Gallo et al. 2024).”
From Visitation patterns across mobility groups: wandering, commuting, and exploring (2026) · cites this paper as Gallo et al. 2024
The Introduction reports rising internet access among older adults in Brazil and says cellular devices were their main means of accessing it. That offers limited support for widespread mobile-device use, but the paper does not establish smartphone prevalence in Rio de Janeiro or link it to the volume or continuity of mobility traces. The Study limitations section says its participants lived in Paraná, not Rio de Janeiro. (LLM, conf=0.82)
Experimental — accuracy not yet measured
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
User Acceptance of Information Technology: Toward A Unified View1
Venkatesh, V., Morris, M. G., Davis, G. B., & Davis, F. D. (2003) · MIS Quarterly · doi:10.2307/30036540 · Cited by 45,035 · see citing works
Qualitative Inquiry and Research Design: Choosing Among Five Approaches
Lewis, S. (2015) · Health Promotion Practice · doi:10.1177/1524839915580941 · Cited by 22,105 · see citing works
Vasileiou, K., Barnett, J., Thorpe, S., & Young, T. (2018) · BMC Medical Research Methodology · doi:10.1186/s12874-018-0594-7 · Cited by 3,115 · see citing works
The pursuit of quality in grounded theory
Charmaz, K., & Thornberg, R. (2021) · Qualitative Research in Psychology · doi:10.1080/14780887.2020.1780357 · Cited by 1,221 · cited 1× · see citing works
“Another strategy to increase credibility was reaching data saturation, when selected participants ceased providing new information [38].”
Elhai, J. D., Levine, J. C., Dvorak, R. D., & Hall, B. J. (2016) · Computers in Human Behavior · doi:10.1016/j.chb.2016.05.079 · Cited by 1,020 · see citing works
Tradução e validação para a língua portuguesa e avaliação do guia COREQ
Souza, V. R. D. S., Marziale, M. H. P., da Silva, G. T. R., & Nascimento, P. S. (2021) · Acta Paulista de Enfermagem · doi:10.37689/acta-ape/2021ao02631 · Cited by 706 · see citing works
Gerontechnology acceptance by elderly Hong Kong Chinese: A senior technology acceptance model (STAM)
Chen, K., & Chan, A. H. S. (2014) · Ergonomics · doi:10.1080/00140139.2014.895855 · Cited by 679 · see citing works
Grounded Theory in Global Perspective
Charmaz, K. C. (2014) · Qualitative Inquiry · doi:10.1177/1077800414545235 · Cited by 446 · see citing works
Bertolazzi, A., Quaglia, V., & Bongelli, R. (2024) · BMC Public Health · doi:10.1186/s12889-024-18036-5 · Cited by 436 · see citing works
Measurement of Digital Literacy Among Older Adults: Systematic Review
Oh, S. S., Kim, K., Kim, M., Oh, J., Chu, S. H., & Choi, J. (2021) · Journal of Medical Internet Research · doi:10.2196/26145 · Cited by 396 · see citing works
Kim, K., Shin, S., Kim, S., & Lee, E. (2022) · Journal of Medical Internet Research · doi:10.2196/40778 · Cited by 334 · see citing works
Establishing trustworthiness and authenticity in qualitative pharmacy research
Amin, M. E. K., Nørgaard, L. S., Cavaco, A. M., Witry, M. J., Hillman, L., Cernasev, A., & Desselle, S. P. (2020) · Research in Social and Administrative Pharmacy · doi:10.1016/j.sapharm.2020.02.005 · Cited by 329 · see citing works
Schroeder, T., Dodds, L., Georgiou, A., Gewald, H., & Siette, J. (2023) · JMIR Aging · doi:10.2196/44564 · Cited by 275 · see citing works
Haase, K. R., Cosco, T., Kervin, L., Riadi, I., & O'Connell, M. E. (2021) · JMIR Aging · doi:10.2196/28010 · Cited by 229 · see citing works
Older People’s Use of Digital Technology During the COVID-19 Pandemic
Sixsmith, A., Horst, B. R., Simeonov, D., & Mihailidis, A. (2022) · Bulletin of Science, Technology & Society · doi:10.1177/02704676221094731 · Cited by 205 · cited 3× · see citing works
“Regarding communication, many older adults have, over time, given up their landline home telephone [56] and adopted the use of smart and networked phones [4,5].”
Cross-generational analysis of predictive factors of addictive behavior in smartphone usage
Zhitomirsky-Geffet, M., & Blau, M. (2016) · Computers in Human Behavior · doi:10.1016/j.chb.2016.07.061 · Cited by 186 · see citing works
Luijkx, K. G., Peek, S. T. M., & Wouters, E. (2015) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph121214999 · Cited by 168 · see citing works
Elderly's intention to use technologies: A systematic literature review
Yap, Y.-Y., Tan, S.-H., & Choon, S.-W. (2022) · Heliyon · doi:10.1016/j.heliyon.2022.e08765 · Cited by 155 · see citing works
Martínez-Alcalá, C. I., Rosales-Lagarde, A., Alonso-Lavernia, M. D. L. Á., Ramírez-Salvador, J. Á., Jiménez-Rodríguez, B., Cepeda-Rebollar, R. M., López‐Noguerola, J. S., Díaz, M. L. B., & Agis-Juárez, R. A. (2018) · Frontiers in ICT · doi:10.3389/fict.2018.00021 · Cited by 134 · see citing works
Older people’s attitudes towards emerging technologies: A systematic literature review
Zhang, M. (2023) · Public Understanding of Science · doi:10.1177/09636625231171677 · Cited by 133 · see citing works
Alruwaili, M. M., Shaban, M., & Ramadan, O. M. E. (2023) · Sustainability · doi:10.3390/su152316503 · Cited by 117 · see citing works
Insights into Older Adults’ Technology Acceptance through Meta-Analysis
Ma, Q., Chan, A., & Teh, P. (2021) · International journal of human computer interactions · doi:10.1080/10447318.2020.1865005 · Cited by 113 · see citing works
Measuring Senior Technology Acceptance: Development of a Brief, 14-Item Scale
Chen, K., & LOU, V. W. Q. (2020) · Innovation in Aging · doi:10.1093/geroni/igaa016 · Cited by 112 · see citing works
Casanova, G., Zaccaria, D., Rolandi, E., & Guaita, A. (2021) · Journal of Medical Internet Research · doi:10.2196/23588 · Cited by 95 · see citing works
Ngiam, N. H. W., Yee, W. Q., Teo, N., Yow, K. S., Soundararajan, A., Lim, J. X., Lim, H. A., Tey, A. J.-Y., Tang, K. W. A., Tham, C. Y. X., et al. (2022) · Journal of Medical Internet Research · doi:10.2196/40341 · Cited by 93 · see citing works
Lee, H., Lim, J. A., & Nam, H. K. (2022) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph191912404 · Cited by 88 · see citing works
Dermody, G., Fritz, R., Glass, C., Dunham, M., & Whitehead, L. (2021) · Journal of Advanced Nursing · doi:10.1111/jan.14996 · Cited by 84 · see citing works
Kong, L., Zhang, N., Yuan, C., Yu, Z.-Y., Yuan, W., & Zhang, G. (2020) · Geriatric Nursing · doi:10.1016/j.gerinurse.2020.10.019 · Cited by 81 · see citing works
How do Older Adults feel about engaging with Cyber‐Security?
Morrison, B. A., Coventry, L., & Briggs, P. (2021) · Human Behavior and Emerging Technologies · doi:10.1002/hbe2.291 · Cited by 79 · see citing works
Dual mechanisms of reinforcement reward and habit in driving smartphone addiction
Chen, C., Zhang, K. Z. K., Gong, X., & Lee, M. (2019) · Internet Research · doi:10.1108/intr-11-2018-0489 · Cited by 76 · see citing works
Yang, S., Wang, Y., Lee, Y., Lin, Y., Hsieh, P., & Lin, P. (2022) · Healthcare · doi:10.3390/healthcare10050963 · Cited by 71 · see citing works
Gunnes, M., Løe, I.-C., & Kalseth, J. (2024) · BMC Geriatrics · doi:10.1186/s12877-024-04837-1 · Cited by 61 · see citing works
Extroversion, social support and life satisfaction in old age: a mediation model
Dumitrache, C. G., Rubio, L., & Rubio-Herrera, R. (2017) · Aging & Mental Health · doi:10.1080/13607863.2017.1330869 · Cited by 59 · see citing works
Balki, E., Holland, C., & Hayes, N. (2023) · Journal of Medical Internet Research · doi:10.2196/41535 · Cited by 57 · see citing works
Educational Concepts of Digital Competence Development for Older Adults—A Scoping Review
Schirmer, M., Dalko, K., Stoevesandt, D., Paulicke, D., & Jahn, P. (2023) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph20136269 · Cited by 55 · see citing works
Stević, A., Schmuck, D., Matthes, J., & Karsay, K. (2019) · Behaviour and Information Technology · doi:10.1080/0144929x.2019.1680732 · Cited by 53 · see citing works
The effect of smartphones on the self-rated health levels of the elderly
Liang, X., Xiong, F., & Xie, F. (2022) · BMC Public Health · doi:10.1186/s12889-022-12952-0 · Cited by 50 · see citing works
Pehlivanoglu, D., Lighthall, N. R., Lin, T., Kevin, J., Polk, R. J., Perez, E., Cahill, B. S., & Ebner, N. C. (2022) · Journal of Experimental Psychology Applied · doi:10.1037/xap0000426 · Cited by 47 · see citing works
Martin, C. B., Hong, B., Newsome, R. N., Savel, K., Meade, M. E., Xia, A., Honey, C. J., & Barense, M. D. (2022) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2214285119 · Cited by 47 · see citing works
Digital inclusion and Internet use among older adults in Brazil: a cross-sectional study
Diniz, J. L., Moreira, A. C. A., Teixeira, I. X., Azevedo, S. G. V., Freitas, C. A. S. L., & Maranguape, I. C. (2020) · Revista Brasileira de Enfermagem · doi:10.1590/0034-7167-2020-0241 · Cited by 46 · see citing works
Smartphone Applications Can Serve as Effective Cognitive Training Tools in Healthy Aging
Klímová, B., & Vališ, M. (2018) · Frontiers in Aging Neuroscience · doi:10.3389/fnagi.2017.00436 · Cited by 41 · see citing works
Wilson‐Nash, C., & Tinson, J. (2021) · Journal of Marketing Management · doi:10.1080/0267257x.2021.1945662 · Cited by 39 · see citing works
Smartphone Use, Technology Affordance for Healthcare and Elders' Life Satisfaction
Li, G., Jin, C., Zhao, B., & Wu, B. (2022) · Frontiers in Public Health · doi:10.3389/fpubh.2022.861897 · Cited by 36 · see citing works
Murciano-Hueso, A., Martín‐García, A. V., & Cardoso, A. P. (2022) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph191610459 · Cited by 34 · see citing works
Liu, G., Li, S., & Kong, F. (2022) · BMJ Open · doi:10.1136/bmjopen-2021-060510 · Cited by 29 · see citing works
Correction: Measurement of Digital Literacy Among Older Adults: Systematic Review
Oh, S. S., Kim, K., Kim, M., Oh, J., Chu, S. H., & Choi, J. (2021) · Journal of Medical Internet Research · doi:10.2196/30828 · Cited by 28 · see citing works
Technology to support aging in place: key messages for policymakers and funders
Genge, C., McNeil, H., Debergue, P., & Freeman, S. (2023) · Frontiers in Psychology · doi:10.3389/fpsyg.2023.1287486 · Cited by 28 · see citing works
Ji, R., Chen, W., & Ding, M. (2023) · Frontiers in Aging Neuroscience · doi:10.3389/fnagi.2023.1132871 · Cited by 27 · see citing works
Hailemariam, T., Atnafu, A., Gezie, L. D., Kaasbøll, J., Klein, J., & Tilahun, B. C. (2023) · BMC Health Services Research · doi:10.1186/s12913-023-09629-8 · Cited by 26 · see citing works
New Strategies to Improve the Quality of Life for Normal Aging versus Pathological Aging
Bacanoiu, M. V., & Dănoiu, M. (2022) · Journal of Clinical Medicine · doi:10.3390/jcm11144207 · Cited by 25 · see citing works
da Silva, L. F., Zitkus, E., & Freire, A. P. (2023) · Information · doi:10.3390/info14040225 · Cited by 24 · see citing works
Health-Related Correlates of Demonstrated Smartphone Expertise in Community-Dwelling Older Adults
Mohlman, J., & Basch, C. H. (2020) · Journal of Applied Gerontology · doi:10.1177/0733464820902304 · Cited by 21 · see citing works
Self‐care ability and sense of security among older persons when using an app as a tool for support
Göransson, C., Wengström, Y., Ziegert, K., Langius‐Eklöf, A., & Blomberg, K. (2019) · Scandinavian Journal of Caring Sciences · doi:10.1111/scs.12782 · Cited by 20 · see citing works
Usability of smartphone apps as reading aids for low vision patients
da Silva, P. B. E., Leal, A. S., & Ferraz, N. N. (2020) · Disability and Rehabilitation Assistive Technology · doi:10.1080/17483107.2020.1820086 · Cited by 20 · see citing works
Digitale Teilhabe in der Hochaltrigkeit
Reissmann, M., Oswald, V., Zank, S., & Tesch‐Römer, C. (2023) · Schriften zu Gesundheit und Gesellschaft - Studies on Health and Society · doi:10.1007/978-3-662-66630-2_7 · Cited by 20 · see citing works
Kim, K.-S., Park, S., & Kang, H.-C. (2020) · Behaviour and Information Technology · doi:10.1080/0144929x.2020.1713213 · Cited by 17 · see citing works
Exploring User Perceptions of a Mobile App for Religious Practices
Laird, B., Tongeren, D. R. V., Hook, J. N., Do, B., Hall, T. W., & Huberty, J. (2024) · Journal of Religion and Health · doi:10.1007/s10943-024-02004-9 · Cited by 17 · see citing works
Ikeuchi, T., Itoh, S., Miwa, H., Watanabe, K., & Wakui, T. (2023) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph20031710 · Cited by 15 · see citing works
Hawley-Hague, H., Tacconi, C., Mellone, S., Martinez, E., Easdon, A., Yang, F. B., Su, T., Mikolaizak, A. S., Chiari, L., Helbostad, J. L., et al. (2019) · BMJ Open · doi:10.1136/bmjopen-2018-028100 · Cited by 14 · see citing works
Shinokawa, S., Abe, H., Takashima, R., Onishi, R., & Hirano, M. (2023) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph20031884 · Cited by 14 · see citing works
Haydabrus, А. V., Linskiy, I. V., & Giménez‐Llort, L. (2023) · Behavioral Sciences · doi:10.3390/bs13040339 · Cited by 14 · see citing works
Stara, V., Rampioni, M., Moșoi, A. A., Kristály, D. M., Moraru, S.-A., Paciaroni, L., Paolini, S., Raccichini, A., Felici, E., Rossi, L., et al. (2022) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph192416604 · Cited by 12 · see citing works
Castillo, A., Rivera‐Hernandez, M., & Moody, K. (2023) · BMC Geriatrics · doi:10.1186/s12877-022-03674-4 · Cited by 11 · see citing works
Miura, K. W., Tokunaga, S., Sekiguchi, T., Sugimoto, H., & Otake, M. (2023) · Frontiers in Psychology · doi:10.3389/fpsyg.2023.1114790 · Cited by 10 · see citing works
The ‘loneliness pandemic’: implications for gerontological nursing
Laranjeira, C. (2021) · British Journal of Nursing · doi:10.12968/bjon.2021.30.11.652 · Cited by 9 · see citing works
Self-citationMartin, C. B., Hong, B., Newsome, R. N., et al. (2022) · doi:10.31234/osf.io/2fwup · Cited by 8 · see citing works
Experiência com mídias sociais para ações em saúde com idosos durante a pandemia Covid-19
Gallo, A. M., Araújo, J. P., Siraichi, J. T. G., Souza, D. A., Soares, C. S., & Carreira, L. (2022) · Revista de Enfermagem da UFSM · doi:10.5902/2179769268294 · Cited by 7 · see citing works
Self-citation(2022) · Lecture notes in computer science · doi:10.1007/978-3-031-06050-2 · Cited by 4 · see citing works
Lu, Y., Li, H., Chen, N., & Shi, Y. (2022) · Lecture notes in computer science · doi:10.1007/978-3-031-06050-2_26 · Cited by 4 · see citing works
Flagged first, then by citations
Research works printed but not linked: 1
- [51]Ikeuchi T. Itoh S. Miwa H. Watanabe K. Wakui T. Does smartphone use make older adults feel younger? A cross-sectional online survey during the COVID-19 pandemic Int. J. Environ. Res. Publ. Health 20 3 2023 1710 10.3390/ijerph20031710 PMC9914656 36767089 · DOI
Cited by
Sorted by citations
Reeves-Huapaya, E. S., Quispe-Berríos, H., Saravia-Parra, L., Chambilla-Baylón, J. R., Castillo, L. R. R.-D., Vásquez-Dorado, J. E., Oscco-Solorzano, R., & Jaime-Andia, M. (2025) · Social Sciences & Humanities Open · doi:10.1016/j.ssaho.2025.102219 · Cited by 14 · see citing works
Adoption of smartphones among older adults and the role of perceived threat of cyberattacks
Pucer, P., Žvanut, B., & Vrhovec, S. L. R. (2025) · International Journal of Information Security · doi:10.1007/s10207-025-01014-2 · Cited by 10 · see citing works
Digital Strategies to Help the Elderly Access Government Services
Lamba, Y., & Srinivasan, S. (2025) · IGI Global eBooks · doi:10.4018/979-8-3373-0817-3.ch011 · Cited by 4 · see citing works
Multinational Comparisons of Factors Associated with Internet Use Among Older Adults
Gu, D., Feng, Q., Wang, K., Zhu, H., & Chen, S. X. (2025) · Advances in studies of aging and health · doi:10.1007/978-3-031-98964-3_8 · Cited by 1 · see citing works
El smartphone en la inclusión digital del adulto mayor
Gastélum, L. V., Muñiz, V. T., & Gallegos, J. C. P. (2025) · LATAM Revista Latinoamericana de Ciencias Sociales y Humanidades · doi:10.56712/latam.v6i2.3793 · Cited by 1 · see citing works
Visitation patterns across mobility groups: wandering, commuting, and exploring
Hołubowska, O., Smolak, K., Brum-Bastos, V., & Sila-Nowicka, K. (2026) · Journal of Geographical Systems · doi:10.1007/s10109-026-00501-x
Huang, Q., Lu, Y., Wu, S., Cheng, W., Liu, H., & Xiao, H. (2025) · Digital Health · doi:10.1177/20552076251386671
Zhang, Z., Tang, M., Kuang, M., Zhou, J., Li, S., Yuan, M., Zhang, H., & Liu, Z. (2026) · Educational Gerontology · doi:10.1080/03601277.2026.2654555
Ageing in a Digital Care Ecology: Older Adults’ Digital Agency in Home Care
da Silva, C. V., & Möllergren, G. (2026) · Springer eBooks · doi:10.1007/978-3-032-27336-9_6
Recruitment challenges and strategies for engaging the Peruvian population in the ReDLat Study
Custodio, B., Montesinos, R., Agüero, K., Huilca, J. C., Verastegui, G., Bartolo, P., Nuñez-Huanca, M., Albujar‐Pereira, M. F., Godoy, M. E., Ibáñez, A. M., et al. (2026) · Journal of Alzheimer s Disease · doi:10.1177/13872877261467782
Wu, X., & Ahmad, W. (2026) · Retos · doi:10.47197/retos.v84.119890
Gallo, A. M., Laranjeira, C., Araújo, J. P., Baccon, W. C., Marques, F. R. D. M., Siraichi, J. T. G., Ali, A. M., Fekih‐Romdhane, F., Salci, M. A., & CARREIRA, L. (2026) · Societies · doi:10.3390/soc16090276
Self-citationde Sá, A. C., Sobrinho, A. C. D. S., Conceição, K. R. D. R., Spósito, L. A. C., da Silva, A. C., & Gomes, G. A. D. O. (2026) · Estudos Interdisciplinares sobre o Envelhecimento · doi:10.22456/2316-2171.157177
Senem, C. G., Raymundo, T. M., Bernardo, L. D., dos Santos, R. S., & da Cruz, G. P. (2026) · Estudos Interdisciplinares sobre o Envelhecimento · doi:10.22456/2316-2171.157076
- Authors
- Gallo, A. M., Laranjeira, C., Araújo, J. P., Marques, F. R. D. M., Baccon, W. C., Salci, M. A., & Carreira, L.
- Affiliations
- Universidade Estadual de Maringá (BR)
- Universidade de Leiria e Oeste (PT)
- Universidade Estadual de Londrina (BR)
- Corresponding author
- Gallo, Adriana Martins
- Laranjeira, Carlos
- Araújo, Juliane Pagliari
- Marques, Francielle Renata Danielli Martins
- Baccon, Wanessa Cristina
- Salci, Maria Aparecida
- ORCID
- Venue
- Heliyon
- Publisher
- Elsevier BV
- Published
- 2024-08
- Volume
- 10
- Issue
- 15
- Pages
- e35120
- ISSN
- 2405-8440 (ISSN-L)
- PMC
- PMC11332897
- OpenAlex
- W4401016229
- Cited by
- 11
- References
- 69
- Citations by year
- 2026: 5 · 2025: 6
- FWCI
- 9.44
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Heliyon (publishedVersion, cc-by-nc-nd)
- PubMed Central (publishedVersion, cc-by-nc-nd)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion)
- Funders
- Fundação para a Ciência e a Tecnologia (UIDB/05704/2020, UIDP/05704/2020)
- Topics
- Social Sciences › Demography › Technology Use by Older Adults
- Health Sciences › Health Professions › General Health Professions › Aging, Elder Care, and Social Issues
- Social Sciences › Psychology › Neuropsychology and Physiological Psychology › Aging and Gerontology Research
- Keywords
- older adults, smartphone use, digital inclusion, healthy aging, social connectedness, misinformation, fake news, digital divide, family support, living alone, well-being
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review