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Analysis of Motivational Theories in Crowdsourcing Using Long Tail Theory: A Systematic Literature Review 利用长尾理论分析众包中的动机理论:系统性文献综述
Q2 Decision Sciences Pub Date : 2024-02-27 DOI: 10.26599/IJCS.2023.9100010
Hasan Humayun;Mohammad Nauman Malik;Masitah Ghazali
Motivational theories have been extensively studied in a wide range of fields, such as medical sciences, business, management, physiology, sociology, and particularly in the natural sciences. These theories are regarded as crucial in motivating online workers to engage in crowdsourcing. Nevertheless, there is a dearth of research on an overarching review of these theories. We performed a systematic literature review of peer-reviewed published studies focusing on motivational theories to identify popular theories and risks associated with nascent theories presented over the last decade in crowdsourcing. Based on a review of 91 papers from the domain of the natural sciences, we identified 35 motivational theories. The long tail theory helped us to identify the contribution of major influencing theories in a crowdsourcing environment. The results justify the long tail theory based on the Pareto principle of 80/20, which underlines the 20% of the popular motivation theories, namely self-determination, expectancy-value, game, gamification, behavior change, and incentive theory, as a cause of 80%. Similarly, we discussed the risks associated with 10 theories presented over the long tail, which have a frequency equal to 2. Understanding the significant impact, approximately 80%, of widely recognized motivational theories and their role in risk identification is crucial. This understanding can assist researchers in optimizing their results by effectively integrating these theories.
激励理论在医学、商业、管理学、生理学、社会学,特别是自然科学等众多领域都有广泛的研究。这些理论被认为是激励在线工作者参与众包的关键。然而,对这些理论进行全面回顾的研究却十分匮乏。我们对同行评审发表的研究进行了系统的文献综述,重点关注激励理论,以确定过去十年众包领域流行的理论以及与新兴理论相关的风险。根据对自然科学领域 91 篇论文的审查,我们确定了 35 种激励理论。长尾理论帮助我们确定了众包环境中主要影响理论的贡献。结果证明了基于帕累托 80/20 原则的长尾理论的正确性,该原则强调了 20% 的流行激励理论,即自我决定理论、期望值理论、游戏理论、游戏化理论、行为改变理论和激励理论,是造成 80% 的原因。同样,我们讨论了与长尾上呈现的 10 种理论相关的风险,这些理论的频率等于 2。了解广泛认可的动机理论的重大影响(约 80%)及其在风险识别中的作用至关重要。这种理解可以帮助研究人员通过有效整合这些理论来优化研究结果。
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引用次数: 0
Influence of Free Consultation Services on Patients' Willingness to Pay in Online Medical Platforms 在线医疗平台中免费咨询服务对患者付费意愿的影响
Q2 Decision Sciences Pub Date : 2024-02-27 DOI: 10.26599/IJCS.2023.9100021
Bohua Zhang;Zhijun Yan;Xiuwei Song;Yingguang Liao;Peilun Li
Online medical platforms have emerged as a popular means for patients to access high-quality medical services efficiently. These platforms offer a variety of services, including paid consultations and free consultations. Given that doctors can increase their revenue through these platforms, researchers should investigate how to improve patients' willingness to pay for these services. Drawing upon social exchange theory, stimulus-organism-response theory, and the information systems (IS) success model, this study proposes a model and five hypotheses to examine the influence of free medical consultations on patients' willingness to buy paid services. To test these hypotheses, a questionnaire survey was conducted, and the collected data were analyzed using the structural equation model. The results indicate that the quality of information and services provided by doctors during free consultations positively affects patients' willingness to pay. By introducing information quality and service quality into the IS success model in the context of free medical consultations, this study contributes to the literature on online medical platforms and expands our understanding of patients' behavior. The findings of this study can be useful for online medical platforms and doctors to design effective platform functions and individual behavioral strategies.
在线医疗平台已成为患者高效获取优质医疗服务的流行方式。这些平台提供各种服务,包括付费咨询和免费咨询。鉴于医生可以通过这些平台增加收入,研究人员应研究如何提高患者对这些服务的付费意愿。本研究借鉴社会交换理论、刺激-有机体-反应理论和信息系统(IS)成功模型,提出了一个模型和五个假设,以研究免费医疗咨询对患者购买付费服务意愿的影响。为了验证这些假设,研究人员进行了问卷调查,并利用结构方程模型对收集到的数据进行了分析。结果表明,医生在免费咨询过程中提供的信息和服务质量会对患者的付费意愿产生积极影响。通过将信息质量和服务质量引入免费医疗咨询背景下的信息系统成功模型,本研究为有关在线医疗平台的文献做出了贡献,并拓展了我们对患者行为的理解。本研究的结果将有助于在线医疗平台和医生设计有效的平台功能和个人行为策略。
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引用次数: 0
Multi-Compartment Electric Vehicle Routing Problem for Perishable Products 易腐产品的多车厢电动车路线问题
Q2 Decision Sciences Pub Date : 2024-02-27 DOI: 10.26599/IJCS.2023.9100017
Zhishuo Liu;Yuqing Li;Junzhe Xu;Donglu Bai
The study first proposes a heterogeneous fleet, multi-compartment electric vehicle routing problem for perishable products (MCEVRP-PP). We capture a lot of practical demands and constraints of the MCEVRP-PP, such as multiple temperature zones, the hard time window, charging more than once during delivery, various power consumption per unit of refrigeration, etc. We model the MCEVRP-PP as a mixed integer program and aim to optimize the total cost including vehicle fixed cost, power cost, and cooling cost. A hybrid ant colony optimization (HACO) is developed to solve the problem. In the transfer rule, the time window is introduced to improve flexibility in route construction. According to the features of multi-compartment electric vehicles, the capacity constraint judgment algorithm is developed in route construction. Six local search strategies are designed with time windows, recharging stations, etc. Experiments based on various instances validate that HACO solves MCEVRP-PP more effectively than the ant colony optimization (ACO). Compared with fuel vehicles and single-compartment vehicles, electric vehicles and multi-compartment electric vehicles can save the total cost and mileage, and increase utilization of vehicles.
本研究首先提出了易腐产品的异构车队、多车厢电动汽车路由问题(MCEVRP-PP)。我们捕捉到了 MCEVRP-PP 的大量实际需求和约束条件,如多个温度区、硬时间窗、运送过程中的多次充电、单位制冷量的各种功耗等。我们将 MCEVRP-PP 建模为混合整数程序,旨在优化包括车辆固定成本、电力成本和制冷成本在内的总成本。为解决该问题,我们开发了一种混合蚁群优化(HACO)方法。在转移规则中,引入了时间窗口以提高路线建设的灵活性。根据多车厢电动汽车的特点,在路线构建中开发了容量约束判断算法。设计了时间窗、充电站等六种局部搜索策略。基于各种实例的实验验证了 HACO 比蚁群优化(ACO)更有效地解决了 MCEVRP-PP。与燃油车和单厢车相比,电动车和多厢电动车可以节约总成本和行驶里程,提高车辆利用率。
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引用次数: 0
Crowd-Based Traffic Control Model and Simulation 基于人群的交通控制模型与模拟
Q2 Decision Sciences Pub Date : 2024-02-27 DOI: 10.26599/IJCS.2023.9100012
Dingding Wu;Hongbo Sun;Zhihui Li
With the development of modern science and economy, congestions and accidents are brought by increasing traffics. And to improve efficiency, traffic signal based control is usually used as an effective model to alleviate congestions and to reduce accidents. However, the fixed mode of existing phase and cycle time restrains the ability to satisfy ever complex environments, which lead to a low level of efficiency. To further improve traffic efficiency, this paper proposes a crowd-based control model to adapt complex traffic environments. In this model, subjects are deemed as digital selves who can perform actions in complex traffic environments, such as vehicles and traffic lights. These digital selves have their own control processing mechanisms, properties, and behaviors. And each digital self is continuously optimizing its behaviors according to its learning ability, road conditions, and information interactions from connections with the others. Without a fixed structure, the connections are diverse and random to form a more complex traffic environment, which may be connected or disappeared at any time with continues movements. Finally, feasibility and effectiveness of the crowd-based traffic control model is demonstrated by comparison with fixed traffic signal control model, indicating that the model can alleviate traffic congestion effectively.
随着现代科学和经济的发展,不断增加的交通流量带来了拥堵和事故。而为了提高效率,基于交通信号的控制通常被作为缓解拥堵、减少事故的有效模式。然而,现有相位和周期时间的固定模式限制了满足日益复杂的环境的能力,导致效率低下。为了进一步提高交通效率,本文提出了一种基于人群的控制模型,以适应复杂的交通环境。在这一模型中,主体被视为可以在复杂交通环境(如车辆和交通信号灯)中执行操作的数字自我。这些数字自我有自己的控制处理机制、属性和行为。每个数字自我都会根据自身的学习能力、道路状况以及与其他数字自我之间的信息交互,不断优化自己的行为。在没有固定结构的情况下,这些连接是多样的、随机的,从而形成一个更加复杂的交通环境,随着不断的运动,这些连接随时可能被连接或消失。最后,通过与固定交通信号控制模型的对比,证明了基于人群的交通控制模型的可行性和有效性,表明该模型可以有效缓解交通拥堵。
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引用次数: 0
Metaverse for Healthcare: Technologies, Challenges, and Vision 医疗保健领域的 Metaverse:技术、挑战和愿景
Q2 Decision Sciences Pub Date : 2023-12-22 DOI: 10.26599/IJCS.2023.9100020
Yihong Yang;Zhangbing Zhou;Xiaocui Li;Xiao Xue;Patrick C. K. Hung;Sami Yangui
The continuous enhancement of living conditions imposes higher requirements for medical and healthcare services. Although improved to a certain extent, there still exist critical challenges in current medical pattern, such as the shortage of medical resources, inefficient medical treatment, and limited medical technology level. The metaverse can offer a novel mechanism to address these problems in traditional healthcare domain, and thus, to enhance the quality of medical services. Generally, the metaverse is a dynamic feedback system that facilitates the collaboration and coexistence between the virtual and physical worlds. By fostering collaboration and evolution between intelligent agents in the virtual world, knowledge of this interdependence can be reconstructed in the digital realm. This allows problems existed in the real world to be abstracted and represented in the digital space, where models can be established and computational experiments can be conducted. The outcomes obtained can dynamically guide or control the execution of strategies in the real world, with real-world execution results serving as dynamic data inputs to continually update the virtual world's model. In addition, this paper summarizes the current research status of different healthcare application scenarios for metaverse, highlights the challenges and vision, and aims to inspire further research in this field.
生活条件的不断提高,对医疗卫生服务提出了更高的要求。当前的医疗模式虽然得到了一定程度的改善,但仍然存在医疗资源短缺、医疗效率低下、医疗技术水平有限等严峻挑战。元宇宙可以为解决传统医疗领域的这些问题提供一种新的机制,从而提高医疗服务的质量。一般来说,元宇宙是一个动态反馈系统,可促进虚拟世界与物理世界之间的协作与共存。通过促进虚拟世界中智能代理之间的协作和进化,可以在数字领域重建这种相互依存关系的知识。这样,现实世界中存在的问题就可以在数字空间中得到抽象和表现,并在数字空间中建立模型和进行计算实验。获得的结果可以动态地指导或控制现实世界中策略的执行,而现实世界的执行结果则作为动态数据输入,不断更新虚拟世界的模型。此外,本文还总结了元宇宙在不同医疗应用场景中的研究现状,强调了面临的挑战和愿景,并希望对该领域的进一步研究有所启发。
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引用次数: 0
Computational Experiments: Virtual Production and Governance Tool for Metaverse 计算实验:元宇宙的虚拟生产和治理工具
Q2 Decision Sciences Pub Date : 2023-12-22 DOI: 10.26599/IJCS.2023.9100023
Chao Peng;Xiangning Yu;Wanpeng Ma;Hayata Kaneko;Lin Meng;Yingyue Zhao;Xiao Xue
The metaverse, as an extension of the physical world, can be described as a highly immersive digital realm constructed with technologies such as mixed reality and digital modeling. It is rooted in decentralized principles and features novel economic forms, individual identities, and institutional systems. In this architecture, the entire social landscape is redefined under the logic of service, gradually becoming a service ecosystem operated and cooperated by numerous intelligent entities. To achieve sustainable and healthy development of the metaverse ecology, this paper first analyzes the operating logic of the metaverse from the perspective of the fusion of the cyber-physical-social tripartite world and the three typical complexity characteristics faced by it: evolutionary complexity, cognitive complexity, and regulatory complexity. Next, the paper focuses on introducing the idea and technical system of computational experiments as an analysis and governance tool for the metaverse service ecosystem. Then, it explores the integration of computational experiments and metaverse technology, including how computational experiments can be applied to the metaverse and how the metaverse can support computational experiments. Finally, the paper introduces the metaverse applications of computational experiments, covering fields such as industrial design, health care, social governance, and military reform.
作为物理世界的延伸,元宇宙可被描述为利用混合现实和数字建模等技术构建的高度沉浸式数字领域。它根植于去中心化原则,具有新颖的经济形式、个人身份和制度体系。在这一架构中,整个社会景观在服务的逻辑下被重新定义,逐渐成为一个由众多智能实体运营和合作的服务生态系统。为实现元宇宙生态的可持续健康发展,本文首先从网络-物理-社会三方世界融合的视角,分析了元宇宙的运行逻辑及其面临的三个典型复杂性特征:进化复杂性、认知复杂性和监管复杂性。接下来,本文重点介绍了作为元宇宙服务生态系统分析和治理工具的计算实验思想和技术体系。然后,论文探讨了计算实验与元宇宙技术的融合,包括计算实验如何应用于元宇宙以及元宇宙如何支持计算实验。最后,本文介绍了计算实验在元宇宙中的应用,涉及工业设计、医疗保健、社会治理和军事改革等领域。
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引用次数: 0
UbiMeta: A Ubiquitous Operating System Model for Metaverse UbiMeta:面向元宇宙的泛在操作系统模型
Q2 Decision Sciences Pub Date : 2023-12-22 DOI: 10.26599/IJCS.2023.9100028
Yiqiang Chen;Wuliang Huang;Xinlong Jiang;Teng Zhang;Yi Wang;Bingjie Yan;Zhirui Wang;Qian Chen;Yunbing Xing;Dong Li;Guodong Long
The metaverse signifies the amalgamation of virtual and tangible realms through human-computer interaction. The seamless integration of human, cyber, and environments within ubiquitous computing plays a pivotal role in fully harnessing the metaverse's capabilities. Nevertheless, metaverse operating systems face substantial hurdles in terms of accessing ubiquitous resources, processing information while safeguarding privacy and security, and furnishing artificial intelligence capabilities to downstream applications. To tackle these challenges, this paper introduces the UbiMeta model, a specialized ubiquitous operating system designed specifically for the metaverse. It extends the capabilities of traditional ubiquitous operating systems and focuses on adapting downstream models and operational capacity to effectively function within the metaverse. UbiMeta comprises four layers: the Ubiquitous Resource Management Layer (URML), the Autonomous Information Mastery Layer (AIML), the General Intelligence Mechanism Layer (GIML), and the Metaverse Ecological Model Layer (MEML). The URML facilitates the seamless incorporation and management of various external devices and resources. It provides a framework for integrating and controlling these resources, including virtualization, abstraction, and reuse. The AIML is responsible for perceiving information and safeguarding privacy and security during storage and processing. The GIML leverages large-scale pre-trained deep-learning feature extractors to obtain effective features for processing information. The MEML focuses on constructing metaverse applications using the principles of Model-as-a-Service (MaaS) and the OODA loop (Observation, Orientation, Decision, Action). It leverages the vast amount of information collected by the URML and AIML layers to build a robust metaverse ecosystem. Furthermore, this study explores how UbiMeta enhances user experiences and fosters innovation in various metaverse domains. It highlights the potential of UbiMeta in revolutionizing medical healthcare, industrial practices, education, and agriculture within the metaverse.
元宇宙意味着通过人机交互将虚拟和有形领域融合在一起。在泛在计算中实现人、网络和环境的无缝整合,对充分利用元宇宙的能力起着至关重要的作用。然而,元宇宙操作系统在访问泛在资源、处理信息的同时保护隐私和安全,以及为下游应用提供人工智能功能等方面面临着巨大的障碍。为了应对这些挑战,本文介绍了 UbiMeta 模型,这是一种专门为元宇宙设计的泛在操作系统。它扩展了传统泛在操作系统的功能,重点是调整下游模型和运行能力,以便在元宇宙中有效发挥作用。UbiMeta 由四层组成:泛在资源管理层(URML)、自主信息掌握层(AIML)、通用智能机制层(GIML)和元宇宙生态模型层(MEML)。URML 有助于无缝集成和管理各种外部设备和资源。它为整合和控制这些资源提供了一个框架,包括虚拟化、抽象化和重用。AIML 负责感知信息,并在存储和处理过程中保护隐私和安全。GIML 利用大规模预训练深度学习特征提取器来获取有效的信息处理特征。MEML侧重于利用模型即服务(MaaS)原则和OODA循环(观察、定位、决策、行动)构建元宇宙应用。它利用 URML 层和 AIML 层收集的大量信息,构建了一个强大的元宇宙生态系统。此外,本研究还探讨了 UbiMeta 如何增强用户体验并促进各种元数据领域的创新。它强调了 UbiMeta 在元宇宙中革新医疗保健、工业实践、教育和农业的潜力。
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引用次数: 0
DareChain: A Blockchain-Based Trusted Collaborative Network Infrastructure for Metaverse DareChain:基于区块链的元宇宙可信协作网络基础设施
Q2 Decision Sciences Pub Date : 2023-12-22 DOI: 10.26599/IJCS.2023.9100025
Qingzhong Li;Lanju Kong;Xinping Min;Baochen Zhang
With the continuous development of digital technology, the metaverse, as a concept of virtual and real fusion, is gradually becoming a reality. However, the development of trusted collaborative network technology that underpins the metaverse is still immature. Blockchain can support the construction of trusted collaborative networks due to its own characteristics of decentralization, transparency, and traceability. However, as blockchain can only support simple digital assets such as digital currencies and tokens, it cannot implement the trusted collaboration of complex digital assets in the metaverse. Therefore, this article proposes a blockchain-based trusted collaborative network infrastructure for future digital economy and society—DareChain. DareChain has proposed a novel collaborative-worker multi-chain system, trusted subject-object account model, layered model of smart contracts supporting trusted interactions, hyperlinear ledger consensus algorithm, and transaction model that supports privacy protection. It has been explored in metaverse applications in various scenarios such as government affairs, medical care, and finance to solve problems such as single content expression, few applications of business scenarios, low throughput, and easy leakage of security and privacy when blockchain is used as the underlying trusted collaborative network for the metaverse.
随着数字技术的不断发展,元宇宙作为一种虚拟与现实融合的概念正逐渐成为现实。然而,支撑元宇宙的可信协作网络技术发展还不成熟。区块链因其去中心化、透明、可追溯等自身特点,可以支持可信协作网络的构建。然而,由于区块链只能支持数字货币和代币等简单的数字资产,无法实现元宇宙中复杂数字资产的可信协作。因此,本文为未来数字经济社会提出了一种基于区块链的可信协作网络基础设施--DareChain。DareChain 提出了新颖的协同工作多链系统、可信主客体账户模型、支持可信交互的智能合约分层模型、超线性账本共识算法和支持隐私保护的交易模型。在政务、医疗、金融等多个场景的元宇宙应用中进行了探索,解决了区块链作为元宇宙的底层可信协作网络时,内容表达单一、业务场景应用少、吞吐量低、安全隐私易泄露等问题。
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引用次数: 0
Total Contents 总内容
Q2 Decision Sciences Pub Date : 2023-12-22
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引用次数: 0
A Values-Driven Cyber-Farm of Trigram Metaverse Based on Autonomic Crowd-Dispatching 基于自主众包的价值驱动型 Trigram Metaverse 网络农场
Q2 Decision Sciences Pub Date : 2023-12-22 DOI: 10.26599/IJCS.2023.9100027
Yinsheng Li
The objective of this work is to apply cutting-edge digital techniques to address several identified essential problems, from which farmers, farming, and farms have suffered for centuries. It has been found that the participants in the metaverse-related agricultural applications have been designed to be users rather than residents. There is another critical setback for the metaverse to be a fusion cyber-physical space, in which the cyber space is subject to different values principles from the physical space. A trigram metaverse of Cyber-Farm is proposed to be constructed on a unified trigram space through the fusion of cyber, physical, and values spaces. As a parallel and superstructure to the cyber and physical spaces, the values space enables the cyber space and physical space to follow the same values principles through its autonomic, values-driven, and crowd-dispatching governance system. Unlike in the existing metaverse-related agricultural applications, the Cyber-Farm participants are the subjects/residents rather than the users of a Cyber-Farm. The agricultural elements are coming into being and evolving in the interlinked and fusion trigram space. The basic production means, production relations, and superstructure of the trigram metaverse have been discussed. Both the connotations and scopes of farm, farmer, and farming have been redefined in the trigram metaverse of Cyber-Farm. The intentions, scenarios, principles, and businesses of the Cyber-Farm have been restructured. Basically, the Cyber-Farm can address the identified essential problems with today's agriculture, while a grand vision is to bring about farm-featured Utopias parallel to human communities.
这项工作的目的是应用最先进的数字技术来解决几个已确定的基本问题,几个世纪以来,农民、农耕和农场一直深受其害。我们发现,与元宇宙相关的农业应用的参与者被设计为用户而非居民。元宇宙要想成为一个融合网络与物理的空间,还有一个关键的挫折,即网络空间与物理空间受制于不同的价值原则。建议通过融合网络空间、物理空间和价值观空间,在统一的三角空间上构建网络农场的三角元宇宙。作为网络空间和物理空间的平行和上层建筑,价值观空间通过其自主的、价值观驱动的和人群调度的治理系统,使网络空间和物理空间遵循相同的价值观原则。与现有的元宇宙相关农业应用不同,网络农场的参与者是主体/居民,而不是网络农场的用户。农业要素在相互关联和融合的三维空间中产生和发展。我们讨论了 "爻元宇宙 "的基本生产方式、生产关系和上层建筑。在网络农场的卦元世界中,农场、农民和耕作的内涵和范围都得到了重新定义。网络农场的意图、情景、原则和业务都已重组。基本上,"网络农场 "可以解决目前农业的基本问题,其宏伟愿景是建立一个与人类社区平行的、具有农场特色的乌托邦。
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引用次数: 0
期刊
International Journal of Crowd Science
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