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Antecedents of the Intention to Use Implantable Technologies for Nonmedical Purposes: A Mixed-Method Evaluation
IF 4.3 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2024-12-19 DOI: 10.1155/hbe2/1064335
Jorge de Andrés-Sánchez, Mario Arias-Oliva, Mar Souto-Romero

This study investigated the rise of implantable or cyborg technologies, also known as insideables, which offer the potential to improve health-related conditions and enhance the capabilities of healthy individuals. This research focused on the acceptance of insideables among university students in Spain, utilizing the unified theory of acceptance and use of technology (UTAUT) framework along with analytical tools such as partial least squares structural equation modelling (PLS-SEM) and fuzzy set qualitative comparative analysis (fsQCA). The PLS-SEM analysis revealed that factors such as performance expectancy, effort expectancy, and social influence positively influenced the intention to use insideables. However, the fsQCA revealed that no single variable is a necessary condition for explaining technology acceptance or rejection. Instead, a combination of constructs is needed to understand both intention to use and rejection. Configurational analysis emphasized the importance of factors such as performance expectancy, social influence, and hedonic motivation in explaining technology acceptance, whereas effort expectancy and perceived risk were less conclusive in their impact on behavioral intention. Moreover, the research revealed that the configurations related to the acceptance and rejection of insideables are asymmetrical. This study sheds light on the complex dynamics of implantable technology acceptance and provides valuable insights into the factors influencing its adoption. From a theoretical perspective, the sequential use of both correlational and configurational methods within the UTAUT framework allows us to gain a deeper understanding of the reasons behind the adoption of emerging technology rather than using only one data analysis methodology.

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引用次数: 0
Applying ChatGPT and AI-Powered Tools to Accelerate Evidence Reviews 应用 ChatGPT 和人工智能工具加速证据审查
IF 4.3 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2024-12-06 DOI: 10.1155/2024/8815424
Kien Nguyen-Trung, Alexander K. Saeri, Stefan Kaufman

Artificial intelligence (AI) tools have been used to improve the productivity of evidence review and synthesis since at least 2016, with EPPI-Reviewer and Abstrackr being two prominent examples. However, since the release of ChatGPT by OpenAI in late 2022, the use of generative AI for research, especially for text-based data analysis, has exploded. In this article, we used a critical reflection approach to document and evaluate the capacity of different generative AI tools such as ChatGPT, GPT for Google Sheets and Docs, Casper AI, and ChatPDF to assist in the early stages of a rapid evidence review process. Our results demonstrate that these tools can boost research productivity in formulating search strings and screening literature, but they have some notable weaknesses, including producing inconsistent results and occasional errors. We recommend that researchers exercise caution when using generative AI technologies by designing a thorough research strategy and review protocol to ensure effective monitoring and quality control.

至少从 2016 年开始,人工智能(AI)工具就被用于提高证据审查和综合的效率,EPPI-Reviewer 和 Abstrackr 就是两个突出的例子。然而,自2022年底OpenAI发布ChatGPT以来,生成式人工智能在研究领域的应用,尤其是基于文本的数据分析,呈现爆炸式增长。在本文中,我们采用批判性反思的方法,记录并评估了不同的生成式人工智能工具,如 ChatGPT、GPT for Google Sheets and Docs、Casper AI 和 ChatPDF 在快速证据审查流程早期阶段的辅助能力。我们的研究结果表明,这些工具可以提高制定搜索字符串和筛选文献的研究效率,但它们也有一些明显的弱点,包括产生的结果不一致和偶尔出错。我们建议研究人员在使用生成式人工智能技术时谨慎行事,设计周密的研究策略和审查方案,以确保有效的监控和质量控制。
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引用次数: 0
Application of Artificial Neural Networks to Predict the Use of Mobile Learning by University Students
IF 4.3 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2024-12-03 DOI: 10.1155/hbe2/1518987
Alejandro Valencia-Arias, Julián Alberto Uribe-Gómez, Evelyn Flores-Siapo, Lucia Palacios-Moya, Ada Gallegos, Ezequiel Martínez Rojas

The use of mobile devices has become pervasive in recent times, constituting an essential component of daily life. Mobile phones have enabled certain minorities to attain access to the Internet, news, and knowledge, thereby indicating their potential to reduce the digital divide experienced by ethnic groups and those from low socioeconomic backgrounds. This phenomenon has generated academic interest in the utilization of mobile devices to facilitate learning, as these devices merge the lines between computing and communications, giving access to both. The objective of this study is to ascertain the inclination of Peruvian higher education students to use mobile devices for learning. This will be achieved through the use of an anticipated model based on artificial neural networks (ANNs). ANNs are supervised machine learning techniques that imitate the organization and operation of the human brain to process data and render decisions. ANNs are computer systems that can learn from observation and experience, much like the human brain, and can subsequently use the acquired knowledge to recognize patterns and make predictions. The objective of this study is to assess the intention of Peruvian tertiary education students to employ mobile devices for learning by creating a predictive model that relies on ANNs. Among the main findings, it is evident that the ANN with optimal performance has 10 neurons within its hidden layer. Factors such as experience with virtual subjects, frequency of use, and coverage are crucial for the two intention variables. This enables directed prediction efforts towards the most significant variables identified by their importance.

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引用次数: 0
The Changing Importance of Competence Generationally: Developing Trust, Online and Offline 能力的重要性代代相传:在线和离线开发信任
IF 4.3 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2024-11-25 DOI: 10.1155/2024/5822992
Brandon C. Bouchillon

Generalized trust has reached new lows in America, with young Americans now trusting the least. This complicates the process of interacting with new people, which formerly contributed to trust. The present study thus tested whether networked modes of social contact and social learning might add to interpersonal competence and generalized trust. Responses to a national web survey were matched to US Census percentages for sex, race, ethnicity, age, and region. The sample resembles the US population demographically and is theoretically large enough to represent it (N = 1500). Data were analyzed using SPSS and PROCESS. Diverse contact in person was unrelated to trust in general and only contributed to trust for respondents 70 or older when particular age groups were considered. Interpersonal competence, on the other hand, contributed to trust overall, and for respondents 18–29, 40–49, and 50–59. Feeling capable of interacting with new people in person has become more important than the contact itself for trusting, as a way of generating numerous diverse interactions over time. Networked efforts of sociability and posting behavior were also related to trust here. Posting related to trust for respondents 18–29, while sociability contributed to trust for those 18–29, 30–39, and 50–59. Social presence (i.e., sensing immediacy and intimacy in networked settings) related to trust overall and for those 18–29 and 40–49. Computer-mediated communication (CMC) competence contributed to trust indirectly, by way of social presence, and the indirect effect was the largest for the youngest users surveyed. CMC competence had a larger association with interpersonal competence for younger generations as well, which became a second indirect path to trusting. Different age groups draw trust from different places, and trust interventions should also differ with age.

在美国,普遍信任度已降至新低,美国年轻人现在最不信任别人。这使得以前有助于增强信任感的与新人交往的过程变得更加复杂。因此,本研究测试了社会接触和社会学习的网络模式是否会增加人际交往能力和普遍信任。对一项全国性网络调查的回复与美国人口普查的性别、种族、民族、年龄和地区百分比相匹配。样本在人口统计学上与美国人口相似,理论上足以代表美国人口(N = 1500)。数据使用 SPSS 和 PROCESS 进行分析。不同的人际交往与总体信任度无关,只有在考虑特定年龄组时,70 岁或 70 岁以上的受访者才会对信任度产生影响。另一方面,人际交往能力对总体信任度有促进作用,对 18-29 岁、40-49 岁和 50-59 岁受访者的信任度也有促进作用。对于信任而言,感觉自己有能力与新的人当面交流比接触本身更重要,这是一种随着时间的推移产生大量不同交流的方式。网络社交和发帖行为也与信任度有关。发帖行为与 18-29 岁受访者的信任度有关,而社交能力则与 18-29、30-39 和 50-59 岁受访者的信任度有关。社交存在感(即在网络环境中的直接感和亲密感)与总体信任度以及 18-29 岁和 40-49 岁受访者的信任度有关。计算机辅助通信(CMC)能力通过社会存在间接地促进了信任,而这种间接影响对最年轻的受访用户最大。对于年轻一代来说,CMC 能力与人际交往能力也有较大关联,这成为信任的第二个间接途径。不同年龄组的信任来源不同,信任干预措施也应随年龄而异。
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引用次数: 0
Perceived Value and Purchase Influence of YouTube Beauty Vlog Content Amongst Generation Y Female Consumers Y 世代女性消费者对 YouTube 美妆 Vlog 内容的认知价值和购买影响
IF 4.3 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2024-11-21 DOI: 10.1155/2024/1455264
Ayesha L. Bevan-Dye

Globally and in South Africa, the beauty industry, which includes high-involvement products such as skincare, fragrance, makeup, and haircare products, is experiencing robust growth, something partially attributed to the rapidly growing influence of beauty social media influencers. While increased attention is being paid to social media influencer marketing in academic literature, most of these studies focus on the characteristics of the social media influencer rather than on the content that they deliver. Moreover, there is a paucity of studies that specifically consider YouTube vlogs in relation to beauty products and Generation Y female consumers. The purpose of this research was to determine the perceived value and purchase influence of beauty vlog content on YouTube amongst Generation Y female (females born from 1986 to 2005) consumers from the emerging market perspective of South Africa. The study adopted an explanatory research design, whereby data were collected using an electronic questionnaire from 340 Generation Y female consumers. The results of the path analysis indicate that the beauty vlog content dimensions of informativeness, entertainment, and credibility collectively account for 72% of the variability in Generation Y female consumers’ perceived value of beauty vlog content on YouTube. In turn, this perceived value, along with its predictors, accounts for almost 50% of the variance in the purchase influence of such vlogs amongst Generation Y female consumers. These findings confirm the salience of beauty brands engaging with YouTube beauty vloggers when targeting Generation Y female consumers. Moreover, when choosing which beauty vloggers to engage with, the results highlight the need to seek out those with a proven track record for delivering informative and interesting beauty product content and who consistently exercise a high degree of integrity in their beauty product review vlogs.

在全球和南非,美容行业(包括护肤品、香水、化妆品和护发产品等高参与度产品)正经历着强劲的增长,这部分归功于美容社交媒体影响者迅速增长的影响力。虽然学术文献越来越关注社交媒体影响者营销,但这些研究大多侧重于社交媒体影响者的特点,而不是他们所提供的内容。此外,专门研究 YouTube 视频博客与美容产品和 Y 世代女性消费者的关系的研究也很少。本研究旨在从南非新兴市场的角度,确定 Y 世代女性(1986 年至 2005 年出生的女性)消费者对 YouTube 上美容视频内容的感知价值和购买影响。研究采用了解释性研究设计,通过电子问卷收集了 340 名 Y 世代女性消费者的数据。路径分析结果表明,Y世代女性消费者对YouTube上的美容博客内容的感知价值的变化中,信息性、娱乐性和可信度这三个维度共占72%。反过来,这种感知价值及其预测因素又占了Y世代女性消费者对此类微博购买影响力差异的近50%。这些研究结果证实了美容品牌在面向Y世代女性消费者时,与YouTube上的美容博客合作的重要性。此外,在选择与哪些美容视频博客合作时,研究结果强调了需要寻找那些在提供信息丰富、有趣的美容产品内容方面拥有良好记录,并且在其美容产品评论视频博客中始终保持高度诚信的视频博客。
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引用次数: 0
Uncovering the Web of Secrets Surrounding Employee Monitoring Software: A Content Analysis of Information Provided by Vendors 揭开员工监控软件的神秘面纱:供应商提供信息的内容分析
IF 4.3 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2024-11-16 DOI: 10.1155/2024/7951911
Felicia Laksanadjaja, Oscar Oviedo-Trespalacios

Employee monitoring software enables employers to oversee their workforce, even when working remotely. While it has the potential to enhance efficiency, productivity, and profitability within an organization, there are also significant risks associated with its adoption, such as violations of privacy, security intrusions, and lack of transparency. Although recent research thoroughly discusses the role of employers in the ethical use of monitoring, the role of monitoring software vendors has yet to be explored. Therefore, this research is aimed at exploring vendors’ current involvement in mitigating the risks of employee monitoring software. To achieve this, a content analysis was conducted on 15 websites selling employee monitoring software to examine how vendors address these risks. Given the lack of relevant literature and the possible reluctance of vendors to discuss the risks in surveys or interviews, content analysis enables a systematic review of the available software and the portrayal of employee monitoring on their websites. The findings show that risk-mitigating features are uncommon in the solutions offered by these companies. Furthermore, vendors tend to misrepresent and under-represent the risks of monitoring tools on their webpages compared to the benefits. With insights from this study, policymakers and advocates can develop new measures to promote the ethical use of employee monitoring. These measures could include establishing a knowledge center to provide general, evidence-based information about risks and benefits as an objective third party.

员工监控软件使雇主能够监督其员工,即使是远程工作的员工。虽然它有可能提高组织内的效率、生产力和盈利能力,但采用它也有很大的风险,如侵犯隐私、安全入侵和缺乏透明度。尽管最近的研究深入探讨了雇主在合乎道德地使用监控方面所扮演的角色,但监控软件供应商所扮演的角色尚待探讨。因此,本研究旨在探讨供应商目前在降低员工监控软件风险方面的参与情况。为此,我们对 15 个销售员工监控软件的网站进行了内容分析,以研究供应商如何应对这些风险。由于缺乏相关文献,而且供应商可能不愿意在调查或访谈中讨论风险问题,因此内容分析可以对现有软件及其网站上对员工监控的描述进行系统回顾。研究结果表明,在这些公司提供的解决方案中,降低风险的功能并不常见。此外,与监控工具的好处相比,供应商往往在其网页上歪曲和低估监控工具的风险。有了本研究的启示,政策制定者和倡导者可以制定新的措施来促进员工监控的道德使用。这些措施可包括建立一个知识中心,作为客观的第三方,提供有关风险和益处的一般循证信息。
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引用次数: 0
The Effect of Children’s Phubbing on Parents’ Psychological Wellbeing: A Moderated Mediation Analysis 儿童溺爱对父母心理健康的影响:调节中介分析
IF 4.3 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2024-11-15 DOI: 10.1155/2024/9719351
Yeslam Al-Saggaf, Rachel Hogg

Attending to the phone while interacting face-to-face with another person, a behaviour known as phubbing, can be detrimental to the phubbed person’s psychological wellbeing. Recent research revealed that phubbing friends and partners indirectly affected the phubbed individual’s wellbeing. The aim of this study was to investigate the effect of children’s phubbing on parents’ psychological wellbeing; not the effect of parents’ phubbing on children’s psychological wellbeing, which has been the focus of most of current research. Two hundred and sixty six (266) parents of smartphone users participated in a web survey. The questionnaire measured parents’ experience of being phubbed by their children, psychological wellbeing, relationship satisfaction, loneliness, and self-esteem. The analysis showed a significant indirect effect of children’s phubbing on parents’ psychological wellbeing through the mediating roles of relationship satisfaction and loneliness. Children’s phubbing increased parents’ feelings of loneliness, and this rise in levels of loneliness worsened parents’ psychological wellbeing. Similarly, children’s phubbing decreased parents’ relationship satisfaction with their children, and this decrease in feelings of relationship satisfaction worsened parents’ psychological wellbeing. Additionally, children’s phubbing affected parents’ psychological wellbeing through the mediating roles of relationship satisfaction and loneliness in sequence (chain effect). As children’s phubbing increased parents’ feelings of loneliness, parents’ relationship satisfaction with their children dropped. The lowering of feelings of relationship satisfaction worsened parents’ psychological wellbeing. A moderated mediation analysis revealed that children’s phubbing decreased parents’ relationship satisfaction with their children, especially for parents who are low on self-esteem. This study is one of the first that offers insights into how children’s phubbing and parents’ psychological wellbeing are related.

在与他人面对面交流时接听电话,这种行为被称为 "煲电话粥",会损害煲电话粥者的心理健康。最近的研究表明,与朋友和伴侣通话会间接影响通话者的身心健康。本研究的目的是调查儿童溺爱对父母心理健康的影响,而不是父母溺爱对儿童心理健康的影响,后者是目前大多数研究的重点。266名智能手机用户的父母参与了一项网络调查。问卷调查了父母被子女嘘寒问暖的经历、心理健康、人际关系满意度、孤独感和自尊心。分析表明,通过人际关系满意度和孤独感的中介作用,孩子的嘘寒问暖对父母的心理健康有明显的间接影响。孩子的嬉闹增加了父母的孤独感,而孤独感的增加又恶化了父母的心理健康。同样,儿童的嬉闹降低了父母对子女关系的满意度,而关系满意度的降低又恶化了父母的心理健康。此外,子女的嬉闹还通过关系满意度和孤独感的中介作用(连锁效应)对父母的心理健康产生影响。由于孩子的嬉闹增加了父母的孤独感,父母与孩子的关系满意度也随之下降。关系满意度的降低使父母的心理健康恶化。调节中介分析表明,孩子的嬉闹会降低父母与子女关系的满意度,尤其是对自尊心较低的父母而言。这项研究是首次深入探讨儿童溺爱与父母心理健康之间关系的研究之一。
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引用次数: 0
Industry Readiness and Adaptation of Fourth Industrial Revolution: Applying the Extended TOE Framework 第四次工业革命的产业准备和适应:应用扩展 TOE 框架
IF 4.3 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2024-11-15 DOI: 10.1155/hbe2/8830228
Mohammad Rakibul Islam Bhuiyan

The research aspired to determine the effecting determinants of the implementation of Fourth Industrial Revolution (4IR) technologies in the manufacturing industry, examining how 4IR readiness (R) acts as a mediator to facilitate the process of 4IR adaptation (ADP) in Bangladesh. Employing the extended technology–organization–environment (TOE) framework, the research method integrated both quantitative approaches and structured surveys using random sampling approaches to explore the specific determinants that influence the adoption of 4IR technologies. A total of 500 organizations were approached with an online questionnaire, yielding 370 completed responses, a response rate of 74%. After ensuring the reliability and validity of the findings, the structural equation model was analyzed using SmartPLS 4.0 and SPSS 29 with structural equation modeling (SEM). A statistically significant positive correlation was observed among technology readiness (TR), government support (GS), and technology innovation decision-making (TIDM) on 4IR R, as well as 4IR R on 4IR ADP based on the findings. Practical implications were discussed with a focus on strategic recommendations for policymakers and industry leaders to enhance the structural and supportive infrastructure necessary for 4IR integration. To extend the R and flexibility of the manufacturing sector in anticipation of the 4IR, policymakers must urgently contemplate the expansion of government aid and the formation of expert consulting groups. The originality of this study applied in its ADP of the TOE framework to the context of a developing country, specifically targeting the R factors that facilitate technological ADP in Bangladesh. Unlike traditional models that focus solely on technological adoption, this extended model integrates organizational and environmental factors, offering a comprehensive view of industry R. The findings highlighted the significant positive correlations between technology infrastructure R, governmental support, and decision-making processes in technology innovation, which distinguish this model by its specific ADP to the developmental and economic conditions in a developing economy like Bangladesh.

本研究旨在确定在孟加拉国制造业实施第四次工业革命(4IR)技术的影响决定因素,研究第四次工业革命准备程度(R)如何作为促进第四次工业革命适应过程(ADP)的中介。研究方法采用了扩展的技术-组织-环境(TOE)框架,综合了定量方法和随机抽样的结构化调查方法,以探索影响第四次工业革命技术采用的具体决定因素。共向 500 家组织发放了在线问卷,收到 370 份完整答复,答复率为 74%。在确保调查结果的可靠性和有效性之后,使用 SmartPLS 4.0 和 SPSS 29 进行了结构方程模型(SEM)分析。根据研究结果,技术准备(TR)、政府支持(GS)和技术创新决策(TIDM)与 4IR R 之间以及 4IR R 与 4IR ADP 之间存在统计学意义上的正相关。讨论了实际影响,重点是为政策制定者和行业领导者提供战略建议,以加强 4IR 整合所需的结构性和支持性基础设施。为扩大制造业的研发能力和灵活性,迎接 4IR 的到来,决策者必须紧急考虑扩大政府援助和组建专家咨询小组。本研究的独创性在于将 TOE 框架的 ADP 应用于发展中国家,特别是针对促进孟加拉国技术 ADP 的 R 因素。与只关注技术采用的传统模型不同,这一扩展模型整合了组织和环境因素,提供了一个全面的行业 R 视角。研究结果突出表明,技术基础设施 R、政府支持和技术创新决策过程之间存在显著的正相关关系,这使该模型因其特定的 ADP 而与孟加拉国这样的发展中经济体的发展和经济条件相区别。
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引用次数: 0
User Preferences for Medical Digital Transformation: A Case Study of Orthodontic Services 用户对医疗数字化转型的偏好:正畸服务案例研究
IF 4.3 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2024-11-14 DOI: 10.1155/2024/7476097
I-Ching Tsai, Hui-Chi Wei, Peng-Ting Chen

Medical service digitalization not only simplifies the work of professionals but also facilitates communication with patients. However, how medical providers can implement digital transformation with limited resources and invest in digital technologies to achieve the best benefits is yet unknown. In this study, a review of the literature related to the orthodontic process and interviews with relevant orthodontics digital transformation stakeholders were conducted. Content analysis was subsequently performed to construct an evaluation framework for the digital transformation of the orthodontic service. Next, this study conducted questionnaire design, DRA model construction, and DEMATEL analysis. This research constructed an evaluation framework of the digital transformation of four procedures, namely, clinical evaluation (CE), therapeutic communication (TC), treatment procedures (TPs), and patient tracking (PT). Taking Taiwan as a case, a total of 88 valid questionnaires were obtained from orthodontic digital transformation stakeholders. The results of the DRA-NRM show that the healthcare digital transformation process in Taiwan starts at CE and that the project needs policy support or business transformation. Next, the TC project is considered to be the most important stage of the medical digitalization transformation and requires a full investment of resources. In the subsequent TP phase, marketing efforts need to be stepped up to convince stakeholders of the benefits of medical digitization. Finally, PT can be postponed during digitalization until sufficient support and resource inputs are available. This study makes strategic recommendations for orthodontic digital conversion and establishes a plan and future direction for the digital transformation of healthcare services.

医疗服务数字化不仅简化了专业人员的工作,还促进了与患者的沟通。然而,医疗机构如何利用有限的资源实施数字化转型,并投资于数字化技术以实现最佳效益,目前尚不清楚。在本研究中,我们查阅了与正畸过程相关的文献,并对正畸数字化转型的相关人员进行了访谈。随后进行了内容分析,构建了正畸服务数字化转型的评估框架。接下来,本研究进行了问卷设计、DRA 模型构建和 DEMATEL 分析。本研究为临床评估(CE)、治疗沟通(TC)、治疗程序(TPs)和患者追踪(PT)这四个程序的数字化转型构建了一个评估框架。以台湾为例,研究人员从正畸数字化转型的利益相关者那里获得了 88 份有效问卷。DRA-NRM 的结果显示,台湾的医疗数字化转型过程始于 CE,该项目需要政策支持或业务转型。接下来,TC 项目被认为是医疗数字化转型最重要的阶段,需要投入全部资源。在随后的TP阶段,需要加大营销力度,让利益相关者相信医疗数字化的好处。最后,在数字化过程中,PT 可以推迟,直到获得足够的支持和资源投入。本研究为正畸数字化转换提出了战略建议,并为医疗服务的数字化转型制定了计划和未来方向。
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引用次数: 0
A Multimodal Low Complexity Neural Network Approach for Emotion Recognition 用于情感识别的多模态低复杂度神经网络方法
IF 4.3 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2024-11-11 DOI: 10.1155/2024/5581443
Adrian Rodriguez Aguiñaga, Margarita Ramirez Ramirez, Maria del Consuelo Salgado Soto, Maria de los Angeles Quezada Cisnero

This paper introduces a neural network-based model designed for classifying emotional states by leveraging multimodal physiological signals. The model utilizes data from the AMIGOS and SEED-V databases. The AMIGOS database integrates inputs from electroencephalogram (EEG), electrocardiogram (ECG), and galvanic skin response (GSR) to analyze emotional responses, while the SEED-V database continuously updates EEG signals. We implemented a sequential neural network architecture featuring two hidden layers, which underwent substantial hyperparameter tuning to achieve optimal performance. Our model’s effectiveness was tested through binary classification tasks focusing on arousal and valence, as well as a more complex four-class classification that delineates emotional quadrants for the emotional tags: happy, sad, neutral, and disgust. In these varied scenarios, the model consistently demonstrated accuracy levels ranging from 79% to 86% in the AMIGOS database and up to 97% in SEED-V. A notable aspect of our approach is the model’s ability to accurately recognize emotions without the need for extensive signal preprocessing, a common challenge in multimodal emotion analysis. This feature enhances the practical applicability of our model in real-world scenarios where rapid and efficient emotion recognition is essential.

本文介绍了一种基于神经网络的模型,旨在利用多模态生理信号对情绪状态进行分类。该模型利用了 AMIGOS 和 SEED-V 数据库中的数据。AMIGOS 数据库整合了脑电图(EEG)、心电图(ECG)和皮肤电反应(GSR)的输入,用于分析情绪反应,而 SEED-V 数据库则持续更新脑电信号。我们采用了具有两个隐藏层的序列神经网络架构,并对其进行了大量超参数调整,以达到最佳性能。我们通过二元分类任务测试了模型的有效性,这些任务侧重于唤醒和情绪,以及更为复杂的四元分类,即为情绪标签划分情绪象限:快乐、悲伤、中性和厌恶。在这些不同的场景中,该模型在 AMIGOS 数据库中的准确率始终保持在 79% 到 86% 之间,而在 SEED-V 中则高达 97%。我们方法的一个显著特点是,该模型无需进行大量信号预处理就能准确识别情绪,而这是多模态情绪分析中的一个常见挑战。这一特点增强了我们的模型在现实世界场景中的实际应用性,在这些场景中,快速高效的情绪识别至关重要。
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Human Behavior and Emerging Technologies
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