Using Partial Least Squares (PLS) in Predicting Behavioral Intention for Telehealth Use among Filipino Elderly

REFERENCES

• Agree , E. M. , Biddlecom , A. E. , Chang , M.-C. , & Perez , A. E. ( 2002 ). Transfers from older parents to their adult children in Taiwan and the Philippines . Journal of Cross-cultural Gerontology , 17 ( 4 ), 269 – 294 .
   PubMedGoogle Scholar
• Ajzen , I. ( 1991 ). The Theory of Planned Behavior . Organizational Behavior and Human Decision Processes , 50 ( 2 ), 179 – 211 .
   Web of Science ®Google Scholar
• Ajzen , I. , & Fishbein , M. ( 1977 ). Attitude-behavior relations: A theoretical analysis and review of empirical research . Psychological Bulletin , 84 ( 5 ), 888 – 918 .
   Web of Science ®Google Scholar
• Al-Gahtani , S. , Hubona , G. , & Wang , J. (2007). Information technology (IT) in Saudi Arabia: Culture and the acceptance and use of IT. Information & Management , 44(8), 681–691.
   Web of Science ®Google Scholar
• Anderson , C. , Henner , T. , & Burkey , J. ( 2013 ). Tablet computers in support of rural and frontier clinical practice . International Journal of Medical Informatics , 82 ( 11 ), 1046 – 1058 .
   PubMed Web of Science ®Google Scholar
• Annandale , E. , & Hunt , K. ( 1990 ). Masculinity, femininity and sex: An exploration of their relative contribution to explaining gender differences in health . Sociology of Health and Illness , 12 ( 1 ), 24 – 46 .
   Web of Science ®Google Scholar
• Baltes , P. B. , Staudinger , U. M. , & Lindenberger , U. ( 1999 ). Lifespan psychology: Theory and application to intellectual functioning . Annual Review of Psychology , 50 ( 1 ), 471 – 507 .
   PubMed Web of Science ®Google Scholar
• Bandura , A. ( 1986 ). Social foundations of thought and action: A social cognitive theory . Englewood Cliffs , NJ : Prentice-Hall .
   Google Scholar
• Barclay , D. , Higgins , C. , & Thompson , R. ( 1995 ). The partial least squares (PLS) approach to causal modeling: Personal computer adoption and use as an illustration . Technology Studies , 2 ( 2 ), 285 – 309 .
   Google Scholar
• Berkman , L. F. , Glass , T. , Brissette , I. , & Seeman , T. E. ( 2000 ). From social integration to health: Durkheim in the new millennium . Social Science & Medicine , 51 ( 6 ), 843 – 857 .
   PubMed Web of Science ®Google Scholar
• Blissmer , B. , Prochaska , J. O. , Velicer , W. F. , Redding , C. A. , Rossi , J. S. , Greene , G. W. , & Robbins , M. ( 2010 ). Common factors predicting long-term changes in multiple health behaviors . Journal of Health Psychology , 15 ( 2 ), 205 – 214 .
   PubMed Web of Science ®Google Scholar
• Bollen , K. ( 1989 ). Structural equations with latent variables . New York , NY : Wiley .
   Google Scholar
• Broady , T. , Chan , A. , & Caputi , P. ( 2010 ). Comparison of older and younger adults'attitudes towards and abilities with computers: Implications for training and learning . British Journal of Educational Technology , 41 ( 3 ), 473 – 485 .
   Web of Science ®Google Scholar
• Brownsell , S. ( 2009 ). Measuring the “success” of Telehealth interventions . Journal of Assistive Technologies , 3 ( 4 ), 12 – 20 .
   Google Scholar
• Cagwin , D. , & Bouwman , M. J. ( 2002 ). The association between activity-based costing and improvement in financial performance . Management Accounting Research , 13 ( 1 ), 1 – 39 .
   Google Scholar
• Carpenter , B. D. , & Buday , S. ( 2007 ). Computer use among older adults in a naturally occurring retirement community . Computers in Human Behavior , 23 ( 6 ), 3012 – 3024 .
   Web of Science ®Google Scholar
• Chanda , K. L. , & Shaw , J. G. ( 2010 ). The development of Telehealth as a strategy to improve health care services in Zambia . Health Information & Libraries Journal , 27 ( 1 ), 133 – 139 .
   PubMed Web of Science ®Google Scholar
• Chen , K. , & Chan , A. H. S. ( 2014 ). Predictors of gerontechnology acceptance by older Hong Kong Chinese . Technovation , 34 ( 2 ), 126 – 135 .
   Web of Science ®Google Scholar
• Chigona , W. , Mbhele , F. , & Kabanda , S. ( 2008 ). Investigating the impact of internet in eliminating social exclusion: The case of South Africa (pp. 2094 – 2101 ). New York : IEEE .
   Google Scholar
• Chin , W. W. ( 1998 ). The partial least squares approach to structural equation modeling . In G. A. Marcoulides (Ed.), Modern methods for business research (pp. 295 – 358 ). Mahwah , NJ : Lawrence Erlbaum .
   Google Scholar
• Chong , A. Y.-L. ( 2013 ). Predicting m-commerce adoption determinants: A neural network approach . Expert Systems with Applications , 40 ( 2 ), 523 – 530 .
   Web of Science ®Google Scholar
• Cody , M. J. , Dunn , D. , Hoppin , S. , & Wendt , P. ( 1999 ). Silver surfers: Training and evaluating Internet use among older adult learners . Communication Education , 48 ( 4 ), 269 – 286 .
   Web of Science ®Google Scholar
• Compeau , D. R. , & Higgins , C. A. ( 1995 ). Computer self-efficacy: Development of a measure and initial test . MIS Quarterly , 19 ( 2 ), 189 .
   Web of Science ®Google Scholar
• Cornejo , R. , Tentori , M. , & Favela , J. ( 2013 ). Enriching in-person encounters through social media: A study on family connectedness for the elderly . International Journal of Human-Computer Studies , 71 ( 9 ), 889 – 899 .
   Web of Science ®Google Scholar
• Davis , F. D. , Bagozzi , R. P. , & Warshaw , P. R. ( 1989 ). User acceptance of computer technology: A comparison of two theoretical models . Management Science , 35 ( 8 ), 982 – 1003 .
   Web of Science ®Google Scholar
• DelliFraine , J. L. , & Dansky , K. H. ( 2008 ). Home-based Telehealth: A review and meta-analysis . Journal of Telemedicine and Telecare , 14 ( 1 ), 62 – 66 .
   PubMed Web of Science ®Google Scholar
• Demiris , G. , Thompson , H. J. , Reeder , B. , Wilamowska , K. , & Zaslavsky , O. ( 2013 ). Using informatics to capture older adults’ wellness . International Journal of Medical Informatics , 82 ( 11 ), e232 – 241 .
   PubMed Web of Science ®Google Scholar
• Eisma , R. , Dickinson , A. , Goodman , J. , Syme , A. , Tiwari , L. , & Newell , A. F. ( 2004 ). Early user involvement in the development of information technology-related products for older people . Universal Access in the Information Society , 3 ( 2 ), 131 – 140 .
   Google Scholar
• Ersoy , M. , & Akbulut , Y. ( 2014 ). Cognitive and affective implications of persuasive technology use on mathematics instruction . Computers & Education , 75 ( 1 ), 253 – 262 .
   Web of Science ®Google Scholar
• Escobar-Rodríguez , T. , & Carvajal-Trujillo , E. ( 2014 ). Online purchasing tickets for low cost carriers: An application of the unified theory of acceptance and use of technology (UTAUT) model . Tourism Management , 43 ( 1 ), 70 – 88 .
   Web of Science ®Google Scholar
• Falk , R. (1992). A primer for soft modeling () , 1st ed.. Akron , OH : University of Akron Press.
   Google Scholar
• Fox , S. ( 2006 ). Seniors and the Internet . Pew Internet and American Life Project: August, 2006 survey . Retrieved from http://www.pewinternet.org
   Google Scholar
• Fozard , J. L. ( 2001 ). Gerontechnology and perceptual-motor function: New opportunities for prevention, compensation, and enhancement . Gerontechnology , 1 ( 1 ), 5 – 24 .
   Google Scholar
• Fuksa , M. ( 2013 ). Mobile technologies and services development impact on mobile Internet usage in Latvia . Procedia Computer Science , 26 ( 1 ), 41 – 50 .
   Google Scholar
• Gagnon , M.-P. , Ghandour , E. K. , Talla , P. K. , Simonyan , D. , Godin , G. , Labrecque , M. , & Rousseau , M. ( 2013 ). Electronic health record acceptance by physicians: Testing an integrated theoretical model . Journal of Biomedical Informatics , 48 ( 1 ), 17 – 27 .
   PubMed Web of Science ®Google Scholar
• Girard , T. ( 2010 ). The role of demographics on the susceptibility to social influence: A pretest study . Journal of Marketing Development and Competitiveness , 5 ( 1 ), 9 – 22 .
   Google Scholar
• Glanz , K. , Rimer , B. , & Viswnath , K. ( 2002 ). Health behavior and health education: Theory, research, and practice . San Francisco , CA : Jossey-Bass .
   Google Scholar
• Glueckauf , R. ( 2007 ). Telehealth and older adults with chronic illness . Clinical Gerontologist , 31 ( 1 ), 1 – 4 .
   Web of Science ®Google Scholar
• Gupta , B. , Dasgupta , S. , & Gupta , A. ( 2008 ). Adoption of ICT in a government organization in a developing country: An empirical study . The Journal of Strategic Information Systems , 17 ( 2 ), 140 – 154 .
   Web of Science ®Google Scholar
• Hernández-Encuentra , E. , Pousada , M. , & Gómez-Zúñiga , B. ( 2009 ). ICT and older people: Beyond usability . Educational Gerontology , 35 ( 3 ), 226 – 245 .
   Web of Science ®Google Scholar
• Ho , L.-H. , Hung , C.-L. , & Chen , H.-C. ( 2013 ). Using theoretical models to examine the acceptance behavior of mobile phone messaging to enhance parent–teacher interactions . Computers & Education , 61 ( 1 ), 105 – 114 .
   Web of Science ®Google Scholar
• Hogeboom , D. L. , McDermott , R. J. , Perrin , K. M. , Osman , H. , & Bell-Ellison , B. A. ( 2010 ). Internet use and social networking among middle aged and older adults . Educational Gerontology , 36 ( 2 ), 93 – 111 .
   Web of Science ®Google Scholar
• Huang , W.-H. D. , Hood , D. W. , & Yoo , S. J. ( 2013 ). Gender divide and acceptance of collaborative Web 2.0 applications for learning in higher education . The Internet and Higher Education , 16 ( 1 ), 57 – 65 .
   Web of Science ®Google Scholar
• Karsh , B.-T. ( 2004 ). Beyond usability: Designing effective technology implementation systems to promote patient safety . Quality & Safety in Health Care , 13 ( 5 ), 388 – 394 .
   PubMed Web of Science ®Google Scholar
• Jöreskog , K. , & Sörbom , D. ( 1993 ). LISREL 8: Structural equation modeling with the SIMPLIS command language . Chicago , IL : Scientific Software International .
   Google Scholar
• Kijsanayotin , B. , Pannarunothai , S. , & Speedie , S. M. ( 2009 ). Factors influencing health information technology adoption in Thailand's community health centers: Applying the UTAUT model . International Journal of Medical Informatics , 78 ( 6 ), 404 – 416 .
   PubMed Web of Science ®Google Scholar
• Kim , Y. S. ( 2008 ). Reviewing and critiquing computer learning and usage among older adults . Educational Gerontology , 34 ( 8 ), 709 – 735 .
   Web of Science ®Google Scholar
• Krause , N. , Liang , J. , Jain , A. , & Sugisawa , H. ( 1998 ). Gender differences in health among the Japanese elderly . Archives of Gerontology and Geriatrics , 26 ( 2 ), 141 – 159 .
   PubMed Web of Science ®Google Scholar
• Lai , W.-T. , & Chen , C.-F. ( 2011 ). Behavioral intentions of public transit passengers—The roles of service quality, perceived value, satisfaction and involvement . Transport Policy , 18 ( 2 ), 318 – 325 .
   Web of Science ®Google Scholar
• Lee , C.-L. , Yen , D. C. , Peng , K.-C. , & Wu , H.-C. ( 2010 ). The influence of change agents' behavioral intention on the usage of the activity based costing/management system and firm performance: The perspective of unified theory of acceptance and use of technology . Advances in Accounting , 26 ( 2 ), 314 – 324 .
   Google Scholar
• Lee , H. , Park , N. , & Hwang , Y. ( 2014 ). A new dimension of the digital divide: Exploring the relationship between broadband connection, smartphone use and communication competence . Telematics and Informatics . doi: 10.1016/j.tele.2014.02.001
   Web of Science ®Google Scholar
• Lenhart , A. , Madden , M. , Macgill , A. R. , & Smith , A. ( 2007 ). Teens and social media . Retrieved from http://www.pewinternet.org
   Google Scholar
• Lescevica , M. , Ginters , E. , & Mazza , R. ( 2013 ). Unified theory of acceptance and use of technology (UTAUT) for market analysis of FP7 CHOReOS products . Procedia Computer Science , 26 ( 1 ), 51 – 68 .
   Google Scholar
• Mazman , S. G. , & Usluel , Y. K. ( 2011 ). Gender differences in using social networks . The Turkish Online Journal of Education Technology , 10 ( 2 ), 133 – 139 .
   Web of Science ®Google Scholar
• Mazman , S. G. , Usluel , Y. K. , & Çevik , V. ( 2009 ). Social influence in the adoption process and usage of innovation: Gender differences . International Journal of Behavioral, Cognitive, Educational and Psychological Sciences , 1 ( 4 ), 229 – 232 .
   Google Scholar
• McKenna , B. , Tuunanen , T. , & Gardner , L. ( 2013 ). Consumers'adoption of information services . Information & Management , 50 ( 5 ), 248 – 257 .
   Web of Science ®Google Scholar
• Milligan , C. , Roberts , C. , & Mort , M. (2011). Telecare and older people: Who cares where? Social Science & Medicine (1982) , 72(3), 347–354.
   PubMed Web of Science ®Google Scholar
• Moore , G. C. , & Benbasat , I. ( 1991 ). Development of an instrument to measure the perceptions of adopting an information technology innovation . Information Systems Research , 2 ( 3 ), 192 – 222 . 92 .
   Web of Science ®Google Scholar
• Nikou , S. , & Bouwman , H. ( 2014 ). Ubiquitous use of mobile social network services . Telematics and Informatics , 31 ( 3 ), 422 – 433 .
   Web of Science ®Google Scholar
• Novo-Corti , I. , Varela-Candamio , L. , & Ramil-Díaz , M. ( 2013 ). E-learning and face to face mixed methodology: Evaluating effectiveness of e-learning and perceived satisfaction for a microeconomic course using the Moodle platform . Computers in Human Behavior , 29 ( 2 ), 410 – 415 .
   Web of Science ®Google Scholar
• Olson , K. E. , O'Brien , M. A. , Rogers , W. A. , & Charness , N. ( 2011 ). Diffusion of technology: Frequency of use for younger and older adults . Ageing International , 36 ( 1 ), 123 – 145 .
   PubMedGoogle Scholar
• Ong , C. , & Lai , J. ( 2006 ). Gender differences in perceptions and relationships among dominants of e-learning acceptance . Computers in Human Behavior , 22 ( 5 ), 816 – 829 .
   Web of Science ®Google Scholar
• Or , C. K. L. , & Karsh , B.-T. ( 2009 ). A systematic review of patient acceptance of consumer health information technology . Journal of the American Medical Informatics Association , 16 ( 4 ), 550 – 560 .
   PubMed Web of Science ®Google Scholar
• Or , C. K. L. , Karsh , B.-T. , Severtson , D. J. , Burke , L. J. , Brown , R. L. , & Brennan , P. F. ( 2010 ). Factors affecting home care patients'acceptance of a web-based interactive self-management technology . Journal of the American Medical Informatics Association , 18 ( 1 ), 51 – 59 .
   PubMed Web of Science ®Google Scholar
• Orfila , F. , Ferrer , M. , Lamarca , R. , Tebe , C. , Domingo-Salvany , A. , & Alonso , J. ( 2006 ). Gender differences in health-related quality of life among the elderly: The role of objective functional capacity and chronic conditions . Social Science & Medicine , 63 ( 9 ), 2367 – 2380 .
   PubMed Web of Science ®Google Scholar
• Perry , B. L. , & Pescosolido , B. A. ( 2014 ). Social network activation: The role of health discussion partners in recovery from mental illness . Social Science & Medicine . doi: 10.1016/j.socsimed.2013.12.033
   PubMed Web of Science ®Google Scholar
• Pountney , D. ( 2009 ). Telecare and Telehealth: Enabling independent living . Nursing & Residential Care , 11 ( 3 ), 148 – 151 .
   Google Scholar
• Redsell , M. , & Nycyk , M. ( 2010 ). Skilling seniors in computers: Community training responses to the digital divide . Working with Older People , 14 ( 2 ), 38 – 42 .
   Google Scholar
• Rogers , E. ( 2003 ). Diffusion of innovations , (5th ed.) . New York : Free Press .
   Google Scholar
• Ronay , R. , & Kim , D. Y. ( 2006 ). Gender differences in explicit and implicit risk attitudes: A socially facilitated phenomenon . British Journal of Social Psychology , 45 ( 2 ), 397 – 419 .
   PubMed Web of Science ®Google Scholar
• Rosenstock , I. M. ( 1966 ). Why people use health services . The Milbank Memorial Fund Quarterly , 44 ( 3 Suppl ), 94 – 127 .
   PubMedGoogle Scholar
• Salthouse , T. A. ( 1996 ). The processing-speed theory of adult age differences in cognition . Psychological Review , 103 ( 3 ), 403 – 428 .
   PubMed Web of Science ®Google Scholar
• Schaper , L. K. , & Pervan , G. P. ( 2007 ). ICT and OTs: A model of information and communication technology acceptance and utilisation by occupational therapists . International Journal of Medical Informatics , 76 ( 1 ), S212 – S221 .
   PubMedGoogle Scholar
• Shafinah , K. , Sahari , N. , Sulaiman , R. , Yusoff , M. S. M. , & Ikram , M. M. ( 2013 ). Determinants of user behavior intention (BI) on mobile services: A preliminary view . Procedia Technology , 11 ( 1 ), 127 – 133 .
   Google Scholar
• Shye , D. , Mullooly , J. P. , Freeborn , D. K. , & Pope , C. R. ( 1995 ). Gender differences in the relationship between social network support and mortality: A longitudinal study of an elderly cohort . Social Science & Medicine , 41 ( 7 ), 935 – 947 .
   PubMed Web of Science ®Google Scholar
• Sorrells-Jones , J. , Tschirch , P. , & Liong , M. A. S. ( 2006 ). Nursing and Telehealth: Opportunities for nurse leaders to shape the future . Nurse Leader , 4 ( 5 ), 42 – 58 .
   Google Scholar
• Spiers , N. , Jagger , C. , Clarke , M. , & Arthur , A. ( 2003 ). Are gender differences in the relationship between self-rated health and mortality enduring? Results from three birth cohorts in Melton Mowbray, United Kingdom . The Gerontologist , 43 ( 3 ), 406 – 411 .
   PubMed Web of Science ®Google Scholar
• Straka , S. M. , & Clark , F. ( 2000 ). Connections: Internet access for frail older seniors to improve their psychological well-being . Montreal , Quebec , Canada : The McGill Centre for Studies in Aging . Retrieved from http://www.aging.mcgill.ca/pdf/conn_proj_e.pdf
   Google Scholar
• Suter , P. , Suter , W. N. , & Johnston , D. ( 2011 ). Theory-based Telehealth and patient empowerment . Population Health Management , 14 ( 1 ), 87 – 92 .
   PubMed Web of Science ®Google Scholar
• Taylor , S. , & Todd , P. A. ( 1995 ). Understanding information technology usage: A test of competing models . Information Systems Research , 6 ( 2 ), 144 – 176 .
   Web of Science ®Google Scholar
• Teo , T. ( 2011 ). Factors influencing teachers'intention to use technology: Model development and test . Computers & Education , 57 ( 4 ), 2432 – 2440 .
   Web of Science ®Google Scholar
• Terzis , V. , & Economides , A. A. (2011). The acceptance and use of computer based assessment. Computers & Education , 56(4), 1032–1044.
   Web of Science ®Google Scholar
• Thelwall , M. ( 2008 ). Social networks, gender, and friending: An analysis of MySpace member profiles . Journal of the American Society for Information Science and Technology , 59 ( 8 ), 1321 – 1330 .
   Web of Science ®Google Scholar
• Thompson , R. L. , Higgins , C. A. , & Howell , J. M. ( 1991 ). Personal computing: Toward a conceptual model of utilization . MIS Quarterly , 15 ( 1 ), 125 .
   Web of Science ®Google Scholar
• Tufekci , Z. ( 2007 ). Can you see me now? Audience and disclosure regulation in online social network sites . Bulletin of Science, Technology & Society , 28 ( 1 ), 20 – 36 .
   Google Scholar
• Van Gerven , W. M. , Fred , G. W. C. , & Paa , P. ( 2000 ). Cognitive Load Theory and the acquisition of complex skills in the elderly: Towards an integrative framework . Educational Gerontology , 26 ( 6 ), 503 – 521 .
   Web of Science ®Google Scholar
• Venkatesh , V. , & Davis , F. D. ( 2000 ). A theoretical extension of the Technology Acceptance Model: Four longitudinal field studies . Management Science , 46 ( 2 ), 186 – 204 .
   Web of Science ®Google Scholar
• Venkatesh , V. , Morris , M. G. , Davis , G. B. , & Davis , F. D. ( 2003 ). User acceptance of information technology: Toward a unified view . MIS Quarterly , 27 ( 3 ), 425 – 478 .
   Web of Science ®Google Scholar
• Verdegem , P. , & De Marez , L. ( 2011 ). Rethinking determinants of ICT acceptance: Towards an integrated and comprehensive overview . Technovation , 31 ( 8 ), 411 – 423 .
   Web of Science ®Google Scholar
• Wagner , N. , Hassanein , K. , & Head , M. ( 2010 ). Computer use by older adults: A multi-disciplinary review . Computers in Human Behavior , 26 ( 5 ), 870 – 882 .
   Web of Science ®Google Scholar
• Wang , Y. , & Shih , Y. ( 2009 ). Why do people use information kiosks? A validation of the Unified Theory of Acceptance and Use of Technology . Government Information Quarterly , 26 ( 1 ), 158 – 165 .
   Web of Science ®Google Scholar
• Wang , Y.-S. , Wu , M.-C. , & Wang , H.-Y. ( 2009 ). Investigating the determinants and age and gender differences in the acceptance of mobile learning . British Journal of Educational Technology , 40 ( 1 ), 92 – 118 .
   Web of Science ®Google Scholar
• Whitten , P. S. , & Richardson , J. D. ( 2002 ). A scientific approach to the assessment of telemedicine acceptance . Journal of Telemedicine and Telecare , 8 ( 4 ), 246 – 248 .
   PubMed Web of Science ®Google Scholar
• World Health Organization (WHO) . ( 2002 , April ). Active ageing: A policy framework. Retrieved from http://whqlibdoc.who.int/hq/2002/who_nmh_nph_02.8.pdf
   Google Scholar
• Yamauchi , F. , & Tiongco , M. ( 2013 ). Why women are progressive in education? Gender disparities in human capital, labor markets, and family arrangement in the Philippines . Economics of Education Review , 32 ( 1 ), 196 – 206 .
   Web of Science ®Google Scholar
• Yang , D. , & Chen , Y. ( 2006 ). A study of the effect of social influence on the college students’ attitude and behavior for playing online games. Retrieved from http://www.jgbm.org/page/33%20Dong-Jenn%20Yang.pdf
   Google Scholar
• Zacks , R. T. , Hasher , L. (Eds.) . ( 1994 ). Inhibitory processes in attention, memory, and language . In D. Dagenbach & T. H. Carr (Eds.), Directed ignoring (pp. 241 – 264 ). San Diego , CA : Academic Press .
   Google Scholar