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Tai YH, Nwachukwu PTT, LePage BA, Fang WT. Examining customer intentions to purchase intelligent robotic products and services in Taiwan using the theory of planned behaviour. BMC Psychol 2024; 12:351. [PMID: 38879510 PMCID: PMC11179284 DOI: 10.1186/s40359-024-01683-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2024] [Accepted: 03/25/2024] [Indexed: 06/19/2024] Open
Abstract
BACKGROUND The literature for assessing online and offline shopping behaviours that are linked to intelligent robotic goods and services is inadequate. In this study, we applied the Theory of Planned Behaviour model for guidance regarding how consumer behaviour affects their purchase intentions for intelligent robotic goods and services. METHODS Data from 408 respondents were gathered through an online questionnaire binned into Online and Overall Shoppers, and analysed using SPSS, AMOS, and Covariance-Based Structural Equation Modelling software to evaluate the appropriateness of the measurements and to confirm data reliability, convergence, divergence, and validity. These tools were also used to track and test hypothesized relationships between the variables and model constructs used in this study. RESULTS AND CONCLUSIONS The overarching outcomes from the data analyses indicated the Ease of Usage, Brand Perception, and Product Pricing variables causally impacted the TPB model constructs, namely Attitude, Subjective Norms, and Perceived Behaviour Control for the two populations tested with respect to their intention to purchase intelligent robotic goods and services. The reliability measurements for Ease of Usage, Brand Perception, and Product Pricing are discussed. The results are important for companies and future investors because opportunities to study the complex relationships that ultimately drive consumer behaviour and their intention to purchase intelligent robotic goods and services are provided.
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Affiliation(s)
- Yu-Hung Tai
- London Graduate School, University of Chichester, Chichester, West Sussex, PO19 6PE, UK
- Douglas Business School, Tsim Sha Tsui, Hong Kong, P.R. China
| | - Precious Toby T Nwachukwu
- Department of Educational Management and Policy Studies, University of Pretoria, Pretoria, South Africa
- Graduate Institute of Sustainability Management and Environmental Education, College of Science, National Taiwan Normal University, Taipei, Taiwan
| | - Ben A LePage
- Graduate Institute of Sustainability Management and Environmental Education, College of Science, National Taiwan Normal University, Taipei, Taiwan
- Academy of Natural Sciences, 1900 Benjamin Franklin Parkway, Philadelphia, PA, 19103, USA
| | - Wei-Ta Fang
- Graduate Institute of Sustainability Management and Environmental Education, College of Science, National Taiwan Normal University, Taipei, Taiwan.
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Wang C, Ahmad SF, Bani Ahmad Ayassrah AY, Awwad EM, Irshad M, Ali YA, Al-Razgan M, Khan Y, Han H. An empirical evaluation of technology acceptance model for Artificial Intelligence in E-commerce. Heliyon 2023; 9:e18349. [PMID: 37520947 PMCID: PMC10382301 DOI: 10.1016/j.heliyon.2023.e18349] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2023] [Revised: 07/11/2023] [Accepted: 07/13/2023] [Indexed: 08/01/2023] Open
Abstract
Artificial Intelligence (AI) has become essential to Electronic-Commerce technology over the past decades. Its fast growth has changed the way consumers do online shopping. Using the Technology Acceptance Model (TAM) as a theoretical framework, this research examines how AI can be made more effective and profitable in e-commerce and how entrepreneurs can make AI technology to assist in achieving their business goals. In this regard, an online survey was conducted from the online purchasers of e-commerce firms. The Partial Least Square (PLS) Smart was used to examine the data. The broadly used TAM was identified as an appropriate hypothetical model for studying the acceptance of AI technology in e-commerce. The findings of this study show that Subjective Norms positively impact Perceived Usefulness (PU) and Pursued Ease of Use (PEU), trust has a positive effect on PEU, and PEU positively impacts PU and attitudes toward use. Similarly, PU also has a positive effect on attitudes toward use and intention to use. Furthermore, the findings do not support the impact of Trust on PU and attitudes towards behavioural intention to use. Lastly, behavioural intention to use positively impacted the actual use of AI technology. This study adds theoretical and practical knowledge for adopting the TAM model in the E-commerce sector. It helps entrepreneurs to implement the TAM model in their business to use AI in a better and more appropriate way.
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Affiliation(s)
- Chenxing Wang
- Changchun Tongtai Corporation Management Services Co. Ltd, China
| | - Sayed Fayaz Ahmad
- Department of Engineering Management, Institute of Business Management, Karachi 75190, Pakistan
| | | | - Emad Mahrous Awwad
- Department of Electrical Engineering, College of Engineering, King Saud University, Riyadh 11421, Saudi Arabia
| | - Muhammad Irshad
- Lecturer, Department of Management Sciences, University of Gwadar, Pakistan
| | - Yasser A. Ali
- Department of Information Systems, College of Computer and Information Sciences, King Saud University, Riyadh 11543, Saudi Arabia
| | - Muna Al-Razgan
- Department of Software Engineering, College of Computer and Information Sciences, King Saud University, Riyadh 11495, Saudi Arabia
| | - Yasser Khan
- Iqra National University, Peshawar, Pakistan
| | - Heesup Han
- Professor Sejong University, Seoul, South Korea
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A Flexible Lightweight Triboelectric Nanogenerator for Protector and Scoring System in Taekwondo Competition Monitoring. ELECTRONICS 2022. [DOI: 10.3390/electronics11091306] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Nowadays, the applications of the triboelectric nanogenerator in sensing and monitoring sports experience a blooming prosperity. Here, we report a flexible and lightweight triboelectric nanogenerator (FL-TENG) made of hydrogel electrodes, polytetrafluoroethylene (PTFE), PDMS, and polyurethane (PU). Based on the triboelectric effect, the FL-TENG can work as a self-powered sensor attaching to taekwondo protective gear, which can be used to monitor athletes’ competition performance and improve the fairness of the competition. In addition, the FL-TENG can drive micro-wireless devices for wireless transmitting sports data during the competition in real time. This kind of sustainable green self-powered sensor provides a new path for the field of sports competition monitoring.
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Găină MA, Szalontay AS, Ștefănescu G, Bălan GG, Ghiciuc CM, Boloș A, Găină AM, Ștefănescu C. State-of-the-Art Review on Immersive Virtual Reality Interventions for Colonoscopy-Induced Anxiety and Pain. J Clin Med 2022; 11:jcm11061670. [PMID: 35329993 PMCID: PMC8949336 DOI: 10.3390/jcm11061670] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2022] [Revised: 03/11/2022] [Accepted: 03/15/2022] [Indexed: 02/07/2023] Open
Abstract
BACKGROUND Colonoscopy related fear impairs the current gold standard screening of colorectal cancer. Compared to other minimally invasive procedures for cancer screening, colonoscopy-induced anxiety exceeds the procedure through bowel preparation. Immersive virtual reality's (iVR) role in alleviating the complex stress-pain relationship encountered during medical procedures is directly proportional to the rising affordability of state-of-the-art Head-Mounted-Displays (HMDs). OBJECTIVE to assess the effect of iVR on patients' colonoscopy-induced anxiety and pain. MATERIALS AND METHODS A systematic search was conducted in PubMed, Cochrane Central Register of Controlled Trials, Web of Science, Embase and Scopus databases up to January 2022. Clinical trials evaluating anxiety as an outcome were included without language restriction. RESULTS Four clinical trials were included: three on the patients' intraprocedural anxiety and one on patient education. Intraprocedural iVR interventions for colonoscopy-induced anxiety and pain revealed a similar effect as conventional sedation, while a statistically significant reduction was reported for non-sedated patients. iVR patient education improved the quality of bowel preparation and reduced patient anxiety before colonoscopy. CONCLUSIONS The current research highlights the need to use high-end HMDs and appropriate interactive iVR software content for colonoscopy-induced anxiety. Methodological frameworks regarding the eligibility of participants, double-blinding and randomization of iVR studies can facilitate the development of iVR implementation for anxiety and pain management.
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Affiliation(s)
- Marcel-Alexandru Găină
- Psychiatry, Department of Medicine III, Faculty of Medicine, Grigore T. Popa University of Medicine and Pharmacy of Iasi, 16 Universitatii Street, 700115 Iasi, Romania; (A.S.S.); (A.B.); (C.Ș.)
- Institute of Psychiatry “Socola”, 36 Bucium Street, 700282 Iasi, Romania
- Correspondence:
| | - Andreea Silvana Szalontay
- Psychiatry, Department of Medicine III, Faculty of Medicine, Grigore T. Popa University of Medicine and Pharmacy of Iasi, 16 Universitatii Street, 700115 Iasi, Romania; (A.S.S.); (A.B.); (C.Ș.)
- Institute of Psychiatry “Socola”, 36 Bucium Street, 700282 Iasi, Romania
| | - Gabriela Ștefănescu
- Medical Semiology and Gastroenterology, Department of Medicine I, Faculty of Medicine, Grigore T. Popa University of Medicine and Pharmacy of Iasi, 16 Universitatii Street, 700115 Iasi, Romania; (G.Ș.); (G.G.B.)
- 2nd Gastroenterology Ward, Saint “Spiridon” County Hospital, Independence Bvd. No 1, 700111 Iasi, Romania
| | - Gheorghe Gh Bălan
- Medical Semiology and Gastroenterology, Department of Medicine I, Faculty of Medicine, Grigore T. Popa University of Medicine and Pharmacy of Iasi, 16 Universitatii Street, 700115 Iasi, Romania; (G.Ș.); (G.G.B.)
- 2nd Gastroenterology Ward, Saint “Spiridon” County Hospital, Independence Bvd. No 1, 700111 Iasi, Romania
| | - Cristina Mihaela Ghiciuc
- Pharmacology, Clinical Pharmacology and Algeziology, Department of Morpho-Functional Sciences II, Faculty of Medicine, Grigore T. Popa University of Medicine and Pharmacy of Iasi, 16 Universitatii Street, 700115 Iasi, Romania;
| | - Alexandra Boloș
- Psychiatry, Department of Medicine III, Faculty of Medicine, Grigore T. Popa University of Medicine and Pharmacy of Iasi, 16 Universitatii Street, 700115 Iasi, Romania; (A.S.S.); (A.B.); (C.Ș.)
- Institute of Psychiatry “Socola”, 36 Bucium Street, 700282 Iasi, Romania
| | - Alexandra-Maria Găină
- 1st Neurology Ward, Hospital of Neurosurgery “Prof. Dr. Nicolae Oblu” Iasi, 2 Ateneului Street, 700309 Iasi, Romania;
| | - Cristinel Ștefănescu
- Psychiatry, Department of Medicine III, Faculty of Medicine, Grigore T. Popa University of Medicine and Pharmacy of Iasi, 16 Universitatii Street, 700115 Iasi, Romania; (A.S.S.); (A.B.); (C.Ș.)
- Institute of Psychiatry “Socola”, 36 Bucium Street, 700282 Iasi, Romania
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Intelligent Cognitive Assistants for Attitude and Behavior Change Support in Mental Health: State-of-the-Art Technical Review. ELECTRONICS 2021. [DOI: 10.3390/electronics10111250] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Intelligent cognitive assistant (ICA) technology is used in various domains to emulate human behavior expressed through synchronous communication, especially written conversation. Due to their ability to use individually tailored natural language, they present a powerful vessel to support attitude and behavior change. Behavior change support systems are emerging as a crucial tool in digital mental health services, and ICAs exceed in effective support, especially for stress, anxiety and depression (SAD), where ICAs guide people’s thought processes and actions by analyzing their affective and cognitive phenomena. Currently, there is no comprehensive review of such ICAs from a technical standpoint, and existing work is conducted exclusively from a psychological or medical perspective. This technical state-of-the-art review tried to discern and systematize current technological approaches and trends as well as detail the highly interdisciplinary landscape of intersections between ICAs, attitude and behavior change, and mental health, focusing on text-based ICAs for SAD. Ten papers with systems, fitting our criteria, were selected. The systems varied significantly in their approaches, with the most successful opting for comprehensive user models, classification-based assessment, personalized intervention, and dialogue tree conversational models.
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Abstract
Artificial intelligence (AI) and its sister ambient intelligence (AmI) have in recent years become one of the main contributors to the progress of digital society and human civilization [...]
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