There is a consensus among scientists that climate change is an existing, growing, and human-made threat to our planet. The topic is a divisive issue worldwide, including among people of faith. Little research has focused on the relationship between (non)religious belief and climate change. Hence, in Studies 1 and 2, the authors explore the impact of religious/non-religious orientations: intrinsic (religion as an end in itself), extrinsic (religion as a means to an end), quest (a journey toward religious understanding), and non-religious (...) orientation (i.e., atheistic) on consumer attitudes toward the environment, focusing on recycling advertisements with (non)religious cues. Further, in Study 3, we examine the underlying causal mechanism of environmental identity and the moderating effect of political views on consumers’ lack of belief in climate change. The results show that religious people are less committed to the environment and climate change and that atheism positively affects recycling and climate change identity. The findings offer practical implications in that advertising campaigns need to be endorsed by religious leaders and channeled within the confines of the religious institutions they represent. (shrink)

Since learners’ academic achievement is the ultimate goal of any system of education, multitudes of studies have been conducted on this variable and its determinants. That is, several scholars have explored the effects of student-related and teacher-related factors on learners’ academic achievement. Notwithstanding, a few researchers have investigated the effects of teachers’ self-efficacy and creativity on learners’ academic achievement. Furthermore, no study has reviewed the role of these teacher-related factors in learners’ achievement. Therefore, the present study seeks to bridge the (...) lacunas by delving into the influence of teachers’ self-efficacy and creativity on English as a Foreign Language learners’ academic achievement. The beneficial effects of self-efficacy beliefs and creative teaching were outlined through the existing evidence. This seems to be illuminative for EFL teachers. Given the positive consequences of teachers’ self-efficacy for students’ achievement, EFL teachers should believe in themselves and their abilities to lead their students to academic success. Additionally, with regard to the positive impact of teachers’ creativity on learners’ achievement, EFL teachers are expected to teach the course content creatively. (shrink)

Bankruptcy of listed companies or shareholders delisting usually causes the crisis spreading in stock markets. Based on the systematic analysis of the epidemic diseases and rumors spreading on the complex networks, the SIR model is introduced to research the crisis spreading in shareholding networks of listed companies and their main holders on the basis of the data about ownership structure in Chinese Stock Markets. The characteristics of shareholding networks are studied, and the parameters for the SIR model are obtained by (...) empirical approach. Then, the numerical computation method is successfully used to analyze the crisis spreading in the networks when the networks meet random failures or intentional attacks. We find the networks have good robustness against the random failures. However, the crisis will spread at a high speed and cause catastrophic damage if there are some failures or attacks on hub vertices in the networks. Under this condition, the networks show obvious vulnerability. Last but not least, the controllability of the networks under the condition of intentional attacks and random failures is studied. The results show that if the network is controlled globally, it is more reliable to allow a politically good new or an appropriate exciting economical policy to play the role in orienting markets under the control of public opinions as the crisis occurs. However, under normal circumstances, controlling a small part of driver vertices representing listed companies, applying appropriate control strategies, and using its characteristics of high efficiency of sending information can effectively control the stock market. Our research provides a new reference to further exploration about the transmission mechanism of the crisis based SIR model and further research on the controllability of crisis spreading in financial markets. (shrink)

As patient autonomy expands, a highly controversial issue has emerged. Should the advance directives of refusing life-saving treatments or requesting euthanasia of persons with dementia who express changed minds or are often in a happy state be fulfilled? There are two autonomy-related positions. The mainstream position in philosophical discussions supports the priority of ADs based on precedent autonomy. Buchanan and Brock, and Dworkin represent this view. The other position supports the priority of PWDs’ current wishes based on minimal autonomy represented (...) by Jaworska. By rethinking the theoretical and practical challenges of the two positions and their arguments respectively, the paper concludes that in such a scenario, the priority of ADs is morally indefensible, and it is also challenging to establish minimal autonomy defend the moral priority of PWDs’ current wishes. For PWDs whose past values, beliefs, and preferences fade away but who retain apparent intrinsic sentience of well-being, a modified defined quality-of-life approach serves as another reasonable basis in their medical decision-making, and the ADs and the QoL should be further merged to reduce the uncertainty of the grey zone. (shrink)

The findings of this article reveal that the development of the independent learning model in the American literature curriculum positively impacts teachers’ job psychological satisfaction. This study highlights the contribution of autonomous learning mode in empowering students’ subjective status and enhancing their initiative, consequently reducing teachers’ psychological pressure and improving their overall satisfaction with their work. Contribution: The results of this study hold implications for scholars in the field, particularly those engaged in practical theology and religious educational studies.

Cooley's argument that persons with pre‐dementia have a Kantian duty to die has led to much debate. Cooley gives two reasons for his claim, the first being that a person with pre‐dementia should end his/her life when he/she will inevitably and irreversibly lose rationality and be unable to live morally as a result. This paper argues that this reason derives from an unsubstantiated premise and general confusion regarding the condition for a Kantian duty to die. Rather, a close reading of (...) Kant reveals that such a condition occurs when a person confronts an external handicap that does not undermine his/her rational ability but deprives him/her of the possibility of living the way a person should. People do not confront this experience with progressive dementia. The other reason Cooley proposes is that a person should not allow their continued existence to become a burden to others. This claim partly stems from a radical interpretation of a case discussed by Kant and is partly based on a misuse of Kant's formulation of humanity. Based on a prudent inference from Kantian ethics, this article argues against Cooley that persons with pre‐dementia have no Kantian duty to die. (shrink)

The competition between government-provided apps and business-provided apps for active users in China is becoming increasingly fierce. Apps with higher user activity will win this competition. To maintain active users, finding the user activity influencing factors is crucial. In this study, we selected a government-provided app—“Beijing One Card”- and a business-provided app—“Bus Code” -in the field of public transportation as the comparative research objects. Based on multiple regression analysis, we explored the factors influencing user activity. We found user preference plays (...) a critical role in distinguishing the influencing factors of user activity between two kinds of apps. Distinct from the existing research, the service quality does not affect the user activity of public transportation apps. This paper argues that, whether it is a government-provided app or a business-provided app, to enhance the user activity of the app, in the short term, it is necessary to improve the app function according to the user’s needs, try to provide services which user like, cater to user’s preference, strengthen user experience; In the long run, it is essential to pay attention to mining the user’s data accumulated while operating the app to understand user behavior. So as to affect the user’s preference, enhance user’s trust, and improve user participation through public policy. (shrink)

This commentary focuses on two issues. First, reflecting on the distinction between public and private institutions in protecting individual rights is necessary. Second, the current regulatory appr...

The heterogeneity of transcranial direct current stimulation protocols and clinical profiles may explain variable results in modulating excitability in the motor cortex after stroke. However, the cortical electrical effects induced by different tDCS protocols remain unclear. Here, we aimed to compare rhythm changes in electroencephalography induced by three tDCS position protocols and the association between tDCS effects and clinical factors in stroke. Nineteen patients with chronic ischemic stroke underwent four experimental sessions with three tDCS protocols [anodal, cathodal, and bilateral ] (...) and a sham protocol, according to a single-blind randomized crossover design. Resting-state EEG was acquired before and after each protocol. First, a paired-sample t-test was used to examine the difference in spectral power between pre- and post-stimulation. Then, linear and quadratic regression models were used separately to describe the association between the clinical factors of stroke and changes in spectral power which was significantly different between pre- and post-tDCS. Finally, repeated measures analysis of variance with lesion hemisphere, stimulation protocol, and the location was performed to investigate the effects of tDCS over time. The induced effect of tDCS was mainly reflected in the alpha rhythms. The alpha power was increased by atDCS, especially low-alpha, in localized areas of the central and distant areas of the frontal and parietal lobes. Bi-tDCS also affected alpha power but in a smaller area that mainly focused on high-alpha rhythms. However, ctDCS and sham had no significant effects on any EEG rhythm. The clinical factors of time since stroke and motor impairment level were related to the change in high-alpha induced by atDCS and bi-tDCS following quadratic regression models. The above-mentioned modulation effect lasted for 20 min without attenuation. In conclusion, our findings provide evidence that the alpha rhythm of EEG is modulated differently by different tDCS protocols and that high alpha is affected by clinical characteristics such as post-stroke time and motor deficits, which is of great significance for understanding the modulation effect of different tDCS protocols on stroke and the guidance of protocols to promote motor recovery following stroke. (shrink)

Deception is common in dementia care, although its moral legitimacy is questionable. This paper conceptually clarifies when does dementia care involve deception and argues that care ethics is an appropriate ethical framework to guide dementia care compared with the mainstream ethical theories that emphasize abilities. From a perspective of care ethics, this paper claims that morally defensible deception is context-specific, embodied as a caring process that needs to be identified through instant, creative and interactive care procedures. According to this argument, (...) it further analyses and concludes the moral rationality of deception in five common cases. While deception is morally justified in many situations, another concern is that it is usually not the last resort but a means of convenience. As the ability to interact, autonomy and dignity of persons with dementia (PWDs) are generally ignored; nurses need more training and education to master the essential procedures to ensure that the value of authenticity and autonomy is maintained and considered throughout dementia care. (shrink)

There is an important contemporary debate in moral responsibility about whether the following asymmetry thesis is true: moral responsibility for actions does not require alternative possibilities but moral responsibility for omissions does. In this paper, we do two things. First, we consider and reject a recent argument against the asymmetry thesis, contending that the argument fails because it rests on a false view about the metaphysics of omissions. Second, we develop and defend a new argument against the asymmetry thesis, one (...) that avoids the problem with the first argument by not resting on any assumptions about what omissions are metaphysically. (shrink)

ObjectiveTo explore the effect of modified constraint-induced movement therapy on upper limbs residual dysfunction for infancy with the sequelas of unilateral brachial plexus injury.MethodsSingle blind randomized controlled trial of mCIMT vs. standard care. An enrolling 31 infants with a uBPI exhibiting residual dysfunction of the affected upper limb for over 6 months was conducted. And functional outcomes pertaining to the affected upper limb were assessed via AMS, GRES, RHS, and MSS at 0, 3, and 6 months after treatment.ResultsNo differences were (...) found in baseline AMS, MSS, GRES, or RHS between the control and mCIMT groups [F = 0.062, P = 0.086; F = 0.483, P = 0.499; F = 0.272, P = 0.610; Z = −0.336, P = 7.373]. At the 3- and 6-month follow-up time points, AMS, MSS, and GRES scores were significantly improved over baseline in both groups [mCIMT: F = 183.750, 128.614, 110.085, P < 0.05; Control: F = 204.007, 75.246, 51.070, P < 0.05]. No significant differences were found between two treatment groups at the 3-month follow-up time point [F = 0.565, P = 0.465; F = 0.228, P = 0.641; F = 0.713, P = 0.413; Z = −0.666, P = 0.505]. However, at the 6-month follow-up time point, AMS and MSS scores were significantly improved in the mCIMT group relative to the control group [F = 8.077, P = 0.013; F = 18.692, P = 0.001].ConclusionmCIMT may benefit the rehabilitation of residual upper limb dysfunction associated with a uBPI in infants.Clinical Trial Registration[www.chictr.org.cn], identifier [ChiCTR1900022119]. (shrink)

Extending the literature on social capital development in the community, this article examines the impact of diverse social interactions on the development of social trust in the workplace, and investigates whether their effects differ in individualistic and collectivistic cultures. Using survey data collected in Canada and China, the authors find that the diversity of one’s social interactions in the community is positively associated with one’s social trust in the workplace, and this relationship is not significantly different between the two cultures. (...) Diversity of one’s social interactions in the workplace is also positively associated with one’s social trust in the workplace, though only in collectivistic cultures. (shrink)

It has been found in many cases that consumers are prone to exhibit impulsive buying behavior that is manifested as being immediate, emotional, and irresponsible especially under short video scenario. Supported by the customer inspiration theory, this study explores the psychological mechanism underlying impulse purchase in short videos that differentiates the traditional web shopping by the strong sense of presence in short video marketing. On the basis of a questionnaire survey and three laboratory experiments, this study examines the relationship among (...) presence, customer inspiration, and impulse purchase intention. The empirical results point to the fact that social presence, co-presence, and physical presence have significant positive effects on impulse purchase intention, and customer inspiration mediates the effect of social presence, physical presence, and co-presence on impulse purchase intention. Furthermore, it is indicated that social and co-presence have stronger influences on impulse purchase intention than physical presence, thus proving a stronger effect of social factors on impulse purchase intention than physical factors in short video environment. The research results testify the impact of presence on consumer behavior in the upgrading short video marketing and provide valuable reference for marketing strategies to shorten consumers' decision-making time in short video purchase. (shrink)

In this study, we examine the empirical association between corporate social responsibility and information asymmetry by investigating their simultaneous and endogenous effects. Employing an extensive U.S. sample, we find an inverse association between CSR engagement and the proxies of information asymmetry after controlling for various firm characteristics. The results hold using 2SLS considering the reverse side of information asymmetry influencing CSR activities. The results also hold after mitigating endogeneity based on the dynamic panel system generalized method of moment. Furthermore, the (...) CSR–information asymmetry relation is amplified in high-risk firms due to managers’ efforts to build a good reputation. Last, we find that CSR engagement is inversely associated with reputational risk measure and lower predicted value of reputational risk is positively associated with lower information asymmetry measures. We interpret these results as supporting the stakeholder theory-based, reputation-building explanation that considers CSR engagement as a vehicle to build and maintain firm reputation thereby enhancing the information environment. (shrink)

In a society dominated by Confucian ethics, a spirit of Confucian public morality can be seen in the Confucian debate over publicness and privateness, but it is usually activated in circumstances of large ethical crisis. Confucian theory mainly uses ethical relationships to create self and social identities, causing problems of identification in the public life and hindering the expression of moral feelings and actions, thus revealing a weakness in public morality. This is a space that Confucianism has not yet been (...) able to cover, and also where it has room for growth. (shrink)

Innovative loss‐of‐function techniques developed in recent years have made it much easier to target specific genomic loci at transcriptional levels. CRISPR interference (CRISPRi) has been proven to be the most effective and specific tool to knock down any gene of interest in mammalian cells. The catalytically deactivated Cas9 (dCas9) can be fused with transcription repressors to downregulate gene expression specified by sgRNA complementary to target genomic sequence. Although CRISPRi has huge potential for gene knockdown, there is still a lack of (...) systematic guidelines for efficient and widespread use. Here we describe the working mechanism and development of CRISPRi, designing principles of sgRNA, delivery methods and applications in mammalian cells in detail. Finally, we propose possible solutions and future directions with regard to current challenges. (shrink)

This thesis is about the creativity in the East and the West, but I will mainly focus on the view of creativity in ancient Greek philosophy and Chinese philosophy. In the first chapter, I will explore the concept of creativity, the history of creativity, and the research on creativity, including the creativity research in psychology and philosophy, which will set the stage for further disscusion. Then in the second chapter, I will start from Plato’s dialogue, Ion, and explore the traditional (...) theory of creativity in ancient Greek philosophy, and claim that their creative ability is inspired by divine being. After this, I will show people’s view on creativity has undergone a process of demystification. During this process, people gradually began to resist the divine source and explore the world individually and independently. Meanwhile, the meaning of the concept of creativity has become broader, since it is not limited to poem any more, but it can be applied to other fields, such as art, science, and education. In the third chapter, I will turn to the modern creativity theory, including the lateral thinking and emotional creativity, and explore how to be creative with lateral thinking techniques and how to improve creativity through emotion regulation. After the examination in the West, I will turn to the theory of creativity in Chinese philosophy, by focusing on classical works in Daoism and Confucianism. In the fourth chapter, I will explore the view of creativity in philosophy of Daoism. I will claim that the creativity in Daoism is natural and cosmological, and there is no external creative source, so I will claim it is self- creativity, which is distinct from the ancient Western creativity pushed by external divine power. In the fifth chapter, I will argue that the creativity in Confucianism is evolutionary, which is unlike the revolutionary creativity in the West, and I will propose the way to become creative in Confucianism based on its classics, Analects, and then will explore the creativity principle and how the agent cultivate their creative ability in Confucianism. In the conclusion, I will summarize the difference between the creativity in East and West, from the perspective of the source of creativity, nature of creativity. I will claim that the source of creativity in ancient Greek philosophy is divine being, whereas there is no divine source for creativity in Chinese philosophy, therefore, the creativity in the West traditionally is inspired creativity, while the creativity in the East traditionally is natural and cosmological creativity. In addition, the concept of creativity in the West is revolutionary, whereas the concept of creativity in the East is evolutionary and the moral function of creativity is also addressed in Chinese philosophy. (shrink)

Creativity is a developing topic in philosophy in recent years, and it raises a series of challenging questions both in theory and practice for us. In this paper, I will explore creativity with the lateral thinking techniques which aim to solve problems in a creative and lateral way. I will examine the meaning of lateral thinking and its three kinds, the conceptual lateral thinking, the emotive lateral thinking, and the diagrammatic lateral thinking, trying to find out how the space of (...) possible solutions is affected by lateral thinking, which separates the creative from the problem-solver. (shrink)

With the development of economic globalization, more and more clinical research and trials shift from developed countries to developing countries. The globalization of clinical trials also brings some ethical and scientific concerns. This paper discussed some ethical problems of clinical trials in the developing countries including 1) "golden rice" event in China; 2) Informed consent in clinical trials in developing countries; 3) Ethical consciousness in clinical research and trials in developing countries. The essay suggests that the level of medical ethics (...) in developing countries is lower than that in developed countries. How can we improve the ethical consciousness of clinical researchers and subjects and how can we protect patient rights are important problems faced by developing countries. (shrink)

Based on the social identity theory, the relationship and influencing mechanism between high-performance human resource practices and employees’ voice behavior were explored by constructing a moderated mediation model, and the relationship between the field of human resources and the field of organizational behavior was also established. Through 1,178 paired samples of supervisor-employee survey and multilevel linear model analysis technology, it was found that HPHRPs had a positive impact on employees’ voice behavior; perceived insider status played a mediating role between HPHRPs (...) and voice behavior; voice efficacy played a moderating role between perceived insider status and voice behavior; and voice efficacy played a mediating role in the relationship between “HPHRPs-perceived insider status-voice behavior.”. (shrink)

Background: The prevalence of sedentary behavior in adolescents has aroused social attention. The association between sedentary behavior and cognitive flexibility remains unclear, and it may vary depending on the type of sedentary behavior. This study aimed to investigate the associations between specific-type sedentary behaviors and cognitive flexibility in adolescents.Method: A total of 700 Chinese adolescents aged 10–15 years were recruited. The self-report questionnaire was used to assess total sedentary time, recreational screen-based sedentary time, and educational sedentary time. The More-odd shifting (...) task was used to assess cognitive flexibility.Results: The correlation analysis showed that recreational screen-based sedentary time was negatively correlated with cognitive flexibility, whereas educational sedentary time was positively correlated with cognitive flexibility. The regression analysis also further revealed that a significantly negative association between recreational screen-based sedentary time and cognitive flexibility, while a significantly positive association existed between educational sedentary time and cognitive flexibility.Conclusion: The findings shown that the association between recreational screen-based sedentary behavior and cognitive flexibility differs from educational sedentary behavior in adolescents, providing new ideas for a more comprehensive understanding of the association between sedentary behavior and cognitive flexibility in adolescents. (shrink)

Interactions between human beings and chatbots are gradually becoming part of our everyday social lives. It is still unclear how human–chatbot interactions, compared to human–human interactions, influence individual morality. Building on the dual-process theory of moral judgment, a secondary data analysis, and two scenario-based experiments provide sufficient evidence that HCIs support utilitarian judgments, which reduce participants' donation amount. Study 3 further demonstrates that the negative effects of HCIs can be attenuated by inducing a social-oriented communication style in chatbots’ verbal language (...) designs. These findings highlight the negative impacts of HCIs on relationships among human beings and suggest a practical intervention for nonprofit organization managers. (shrink)

Based on upper echelons, paradox, and social capital theory, this study extends the association of CEO vision articulation and feedback-seeking behavior with firm sustainability by identifying the mediating role of eco-innovation and top management team boundary-spanning behavior as a moderator. By analyzing the data of mid-sized to large Chinese firms using hierarchical regression and bootstrapping-based moderated path analysis, we found that product and process eco-innovation mediates the link between CEO vision articulation and firm sustainability while CEO feedback-seeking behavior enhances firm’s (...) sustainability through product eco-innovation only. Finally, conditional indirect effects show the vital role of TMT boundary-spanning behavior in facilitating CEOs to improve the firm’s long-term sustainability through eco-innovation. (shrink)

Owing to the COVID-19 pandemic, working from home promotes the importance of indoor environment qualities. With the settings and functions of home offices, an experiment was carried out to determine the interaction effects between indoor plants and traffic noise levels on the performance and environmental evaluations of English reading comprehension tasks and the performance of short-term breaks. A sample of 22 Chinese university students took part in the experiment. Two visual conditions and five TNLs were included. Participants’ accuracy rates, eye (...) movements, mental workload, and feelings about the environment were collected. The mental fatigue recovery, visual fatigue recovery, anxiety recovery, and unfriendly recovery were measured for the analysis of a 5-min short-term break. The results demonstrate plants have significant effects on ERCTs and short-term breaks, especially at 45 and 50 dBA TNL; the effects of TNLs on ERCTs’ eye movements and work environment satisfaction differ by the presence of plants, e.g., the average pupil diameter, lighting and layout satisfaction; The effects of indoor plants on ERCT differ by the range of TNLs. In conclusion, indoor plants are beneficial to home workers engaged in ERCT when TNL does not exceed 50 dBA. The current data highlight the importance of audio-visual interaction in home offices and provide insights into the interaction mechanism between indoor plants and traffic noise. (shrink)

Workforce diversity has received increasing amounts of attention from academics and practitioners alike. In this article, we examine the empirical association between a firm’s workforce diversity and the degree of religiosity of the firm’s management by investigating their unidirectional and endogenous effects. Employing a large and extensive U.S. sample of firms from the years 1991–2010, we find a positive association between a measure of the firm’s commitment to diversity and the religiosity of the firm’s management after controlling for various firm (...) characteristics. In addition, after controlling for endogeneity with the dynamic panel generalized method of moment, we still find a positive association between the firm’s diversity and management’s religiosity. We interpret these results as supportive of the religious motivation explanation that views the firm as a human community and considers religion as a factor that influences managers to more positively embrace diversity. Our results, however, provide no support for the resource-constraint hypothesis that views the firm as a nexus of contracts and sees managers as aiming to maximize shareholder returns under resource constraints that force them to invest only in projects that have a positive net present value and reject diversity initiatives since these do not have a positive NPV. (shrink)

Novelty seeking is regarded as a core feature in substance use disorders. However, few studies thus far have investigated this feature in problematic Internet pornography use. The main aim of the present study was to examine group differences in electrophysiological activity associated with novelty processing in participants with high tendencies toward PIPU vs. low tendencies using event-related potentials. Twenty-seven participants with high tendencies toward PIPU and 25 with low tendencies toward PIPU completed a modified three-stimulus oddball task while electroencephalogram was (...) recorded. Participants were instructed to detect neutral target stimuli from distracting stimuli. The distracting stimuli contained a familiar sexual stimulus and a set of novel sexual stimuli. The novel-familiar difference waves were calculated to identify specific group difference in novelty effect. While both groups demonstrated a sustained novelty effect in the late positive potential within the 500–800 ms time windows, the novelty effect was greater in the high tendencies toward PIPU group than in the low tendencies toward PIPU group. This result suggests that individuals with high tendencies toward PIPU allocate more attentional resources for novelty processing. Enhanced brain responding to novel sexual stimuli may facilitate pornographic consumption and play an essential role in the development and maintenance of PIPU. (shrink)

This paper sheds light on the incongruent findings concerning the relationship between family involvement and firms’ corporate social responsibility. While prior studies have mainly taken the perspective of families’ socioemotional wealth preservation, we approach this relationship from the perspective of behavioral agency theory, highlighting the important role played by CEOs’ family memberships. Specifically, we posit that family firms are more likely to invest in CSR when their CEOs are members of the controlling families. Furthermore, we examine how family firms can (...) employ long-term incentives to encourage non-family CEOs to act in the interests of the controlling families to preserve SEW and thus enhancing family firms’ CSR performance. We tested our hypotheses using hand-collected data of family firms included in the S&P 500 index, in the period of 2003–2010. The empirical findings support our hypotheses that family firms with family members as the CEOs have better CSR performance and family firms tend to provide a high level of long-term incentives to non-family than family CEOs. In addition, long-term incentives strongly motivate CEOs to improve firms’ CSR performance, regardless of their family memberships. (shrink)

Short-term traffic flow prediction is an effective means for intelligent transportation system to mitigate traffic congestion. However, traffic flow data with temporal features and periodic characteristics are vulnerable to weather effects, making short-term traffic flow prediction a challenging issue. However, the existing models do not consider the influence of weather changes on traffic flow, leading to poor performance under some extreme conditions. In view of the rich features of traffic data and the characteristic of being vulnerable to external weather conditions, (...) the prediction model based on traffic data has certain limitations, so it is necessary to conduct research studies on traffic flow prediction driven by both the traffic data and weather data. This paper proposes a combined framework of stacked autoencoder and radial basis function neural network to predict traffic flow, which can effectively capture the temporal correlation and periodicity of traffic flow data and disturbance of weather factors. Firstly, SAE is used to process the traffic flow data in multiple time slices to acquire a preliminary prediction. Then, RBF is used to capture the relation between weather disturbance and periodicity of traffic flow so as to gain another prediction. Finally, another RBF is used for the fusion of the above two predictions on decision level, obtaining a reconstructed prediction with higher accuracy. The effectiveness and robustness of the proposed model are verified by experiments. (shrink)

The purpose of the startup approach is to find an appropriate course of action that adds value to the economy’s development. This study is aimed to determine the effect of the lean startup approach with mediating effect of business coaching to foster innovative work behavior in women entrepreneurs. Additionally, the study also examines the moderating effect of age on the lean startup approach and innovative work behavior. A quantitative approach was employed. The findings show that the relationship between the lean (...) startup approach and innovative work behavior is significant. Moreover, the findings also revealed a significant mediating effect of business coaching and moderating effect of age. This research encourages practitioners and scholars to deal with women entrepreneurship incubation initiatives in the lean startup methodology. Furthermore, this study also leads to a deeper understanding of women’s ideas for business exploration, growth, and implementation. The study contends that guidelines and directives are critical for creative entrepreneurial behavior. (shrink)