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Abundant studies of outpatient visits apply traditional recurrent neural network (RNN) approaches; more recent methods, such as the deep long short-term memory (DLSTM) model, have yet to be implemented in efforts to forecast key hospital data. Therefore, the current study aims to reports on an application of the DLSTM model to forecast multiple streams of healthcare data.

As the most advanced machine learning (ML) method, static and dynamic DLSTM models aim to forecast time-series data, such as daily patient visits. With a comparative analysis conducted in a high-level, urban Chinese hospital, this study tests the proposed DLSTM model against several widely used time-series analyses as reference models.

The empirical results show that the static DLSTM approach outperforms seasonal autoregressive integrated moving averages (SARIMA), single and multiple RNN, deep gated recurrent units (DGRU), traditional long short-term memory (LSTM) and dynamic DLSTM, with smaller mean absolute, root mean square, mean absolute percentage and root mean square percentage errors (RMSPE). In particular, static DLSTM outperforms all other models for predicting daily patient visits, the number of daily medical examinations and prescriptions.

With these results, hospitals can achieve more precise predictions of outpatient visits, medical examinations and prescriptions, which can inform hospitals' construction plans and increase the efficiency with which the hospitals manage relevant information.

To address a persistent gap in smart hospital and ML literature, this study offers evidence of the best forecasting models with a comparative analysis. The study extends predictive methods for forecasting patient visits, medical examinations and prescriptions and advances insights into smart hospitals by testing a state-of-the-art, deep learning neural network method.

Based on theories related to coopetition, the purpose of this paper is to examine the patterns of business-to-business digital referrals inscribed in businesses’ digital content.

A complete industry-wise digital data set is formed by extracting digital referrals in all the content pages. The authors outline how digital referrals are strategically used among peer businesses in the peer-to-peer digital network and in the augmented digital network, taking into consideration geographical framing and physical distance.

The authors reveal how geographical framing and physical distance influence peer-to-peer referral patterns in the digital space. Quite counter-intuitively, businesses are more likely to give digital referrals for peers residing in the same region, as well as for peers located in closer proximity. Further, results from the augmented digital network show that peer businesses in closer proximity exhibit greater strategic similarity in their digital referring strategy.

The findings extend the understanding of business-to-business coopetition to the digital space and suggest that geographical framing and physical distance can induce reciprocated relationships between peers by offering each other digital referrals.

The findings shed light on the formation of a business-to-business digital coopetition strategy using digital referral marketing.

This study highlights the impact of digital referrals in business-to-business relationship management, especially in the digital coopetition context.

Scholars have identified several predictors of learner satisfaction, but little research addresses the impact of intragroup conflict in a virtual learning context. The purpose of this paper is to investigate the potentially deleterious effects of perceived intragroup relationship conflict on virtual learners’ intention to re-enroll.

Data were systematically collected from virtual learners using an online questionnaire and then analyzed by multiple regression models.

The results show that emotional expressiveness is an antecedent to perceived intragroup relationship conflict, and the relationship is moderated by individuals’ perceived enjoyment of computer-mediated communication. Virtual learners with a higher emotional expressiveness (i.e. extraverts) experience higher perceived relationship conflict, which in turn, lowers their intention to re-enroll.

The study confirms the antecedent and consequence of perceived intragroup relationship conflict in a virtual learning context.

Educational institutions and businesses may use three proposed strategies to deal with intragroup relationship conflict.

The study contributes to the limited knowledge on how to effectively manage virtual learning interactions by educational institutions and businesses.

This study aims to explore how the distributor orientation of manufacturing-centered small and medium-sized enterprises (MCSMEs) influences relationship building outcomes, distributor satisfaction, and channel profitability.

This study examines the moderating role of competitive intensity and coordinative culture in the association between distributor orientation and relationship building outcomes.

Empirical results from 115 MCSMEs reveal a strong positive relationship between distributor orientation and distributor satisfaction. The findings also show a positive relationship between distributor orientation and channel profitability. Furthermore, although competitive intensity strengthens the positive relationship between distributor orientation and the two relationship building outcomes, coordinative intensity weakens the positive relationship between distributor orientation and the two relationship outcomes.

Managerial implications and future research opportunities were discussed.

The research contributes to the literature on the management of small and medium-sized enterprises and offers practical implications for manufacturers and distribution channel managers.

This paper aims to examine the issue of promoting women managers at an enterprise level in China by tackling key research questions related to the level of participation of women among total managerial positions and the opportunities of promoting women into managerial position.

By conducting a questionnaire survey and analysing the results from 296 women managers who were taking MBA and EMBA programmes in China, the authors were able to obtain the sufficient sample size, as well as sufficient responses, given that these people who were taking MBA and EMBA studies required three to eight years of managerial work experience. Key questions are related to the level of participation of women among total managerial positions, and the criteria for women to be promoted into managerial positions. In addition, other issues such as the satisfaction of women managers towards promotion opportunities and career development and enterprise policies on women leadership are also important and need to be explored in this article. It is also useful to ask their views on the difference between men and women regarding individual efforts leading to promotion opportunities, and to check for any influence of pregnancy and other factors on women managers’ leadership roles.

The overall results achieved by analysing the results from 296 women managers who were taking MBA and EMBA programmes in China indicate that there has been positive improvement, with the majority of women managers being satisfied with the proportion of women as managers, and with their own promotion situations, in their current organizations.

The research project has some limitations. This paper focuses on key issues related to the promotion of women into management positions at an enterprise level through the interview and survey among those women managers who were taking MBA and EMBA programs. This research project did not include many issues that can be found among other women managers or issues at the society level, such as traditional culture and the influence of religion, or overall legislation regarding equal opportunity for women in the society, as the focus was on the experiences and expectations of individual women managers in the workplace.

Most people believed that social relationship, guanxi, is the most important factor in the promotion of women, but the findings in this paper show that the capabilities and achievements of women are more important than just having a good guanxi. This also inspires women to believe in themselves and believe that they can achieve their goals through their own effort. Other empirical implications, such as the negative influence of pregnancy on the current managerial positions and promotion opportunities for women, are evident, and the lack of policy initiative to address this issue causes a great degree of uncertainty among women managers.

The majority of the surveyed targeted women managers felt confident about their capability to be leaders, while most of them felt satisfied regarding the proportion of women managers in their organization, as well as their own current promotion situation. However, the “glass ceiling” phenomenon still exists, given most highly educated women managers believed it would be difficult to be promoted even further.

Through this article, the readers are firstly informed about the perceptions held by women managers in China nowadays regarding their promotion opportunities and career satisfaction. Secondly, the paper provides some understanding in the context of China’s reform from traditional planning system to the current market-oriented one, the associated change of business culture and the transformation of human resource management system and gender equality at the firm level.

The purpose of this paper is to investigate why managerial leaders engage in leader self-development (SD) vis-à-vis China’s transition process and what domains of leadership competencies are enhanced. It aims to investigate leader SD as an interaction between self-regulation and the confluence of multiple contexts experienced simultaneously by these managerial leaders within China’s transition.

This paper adopts a two-phase exploratory sequential mixed-method design. The absence of empirical research on leader SD in China led to a qualitative approach in the initial stage. Focus groups were first conducted to establish the relevance of the focal construct in a holistic and elaborative way. In-depth interviews were then undertaken to capture the richness of the phenomenon through meaningful contextualization and to identify themes as representative of issues faced by participants. Seven themes emerged from this process, which, through consultation with the relevant literature, were operationalized in the second stage to generate a survey for hypothesis testing.

The combination of insights from qualitative and quantitative studies highlights the dynamic and interactive nature of leader SD as a product of contextual and personal influences in China. The influential mechanisms connecting personal and contextual enablers and SD are in the cognitive processing of developmental needs and personal responsibility. Chinese managerial leaders who take the initiative to assess their own developmental needs and assume responsibility for their development are more likely to undertake SD. The developmental activities focus primarily on technical leadership competencies.

A competency perspective to development may not address fully complexities involved in leader development. Also developing leadership competencies is an ongoing process. Due to limited time and fund, this paper did not take a time perspective to investigate both the immediate and long-term outcomes of leader SD.

SD is an emerging strategy that has the potential to address the shortage of managerial leadership competencies. The analysis of the self-regulatory process explains the mediating dynamism underlying different domains of leader SD. Recruitment focusing on people with a relatively higher degree of self-regulation thus increases the potential for organizations to staff themselves with employees aware of, and prepared for, SD organization would like to take place. It is also advisable that organizations make efforts to create a learning environment in general.

This mixed-method approach provides a multi-layered investigation that ultimately adds rigor and relevance to the research findings. It is this analysis of the complex web of economic, social and cultural contexts existing in China, and applying them to social cognitive theory as an explanatory platform, that underpins the originality of the study.

Few studies illustrate how contextual effects (e.g. assimilation and contrast) in pay-per-click ad design may impact consumers' attitudes and purchase intention. To fill this research gap, the authors provide theoretical predictions and empirical evidence on how ad design may prompt an assimilation and/or a contrast effect that may influence consumers' attitudes toward the ad and the brand and purchase intention. They also investigate whether the impact of contextual effects on consumers' decisions depends on the level of vividness in the ad.

A 2 (vividness: dynamic motion vs. static page) × 2 (information design: assimilation vs. contrast) × 2 (aesthetic design: assimilation vs. contrast) between-subjects experimental design is used to examine the effects of vividness, information design and aesthetic design. Conditional process analysis is used to assess the mediating role of attitudes toward the ad and the brand in the relationship between contextual effects and purchase intention.

For dynamic ads (i.e. high vividness) but not for static ads (i.e. low vividness), combined information contrast and aesthetic contrast designs generate a more favorable attitude toward the brand and a higher purchase intention than do combined information assimilation and aesthetic assimilation designs. Notably, combined information contrast and aesthetic contrast designs have the strongest effects than any other combination of assimilation and contrast designs of information and aesthetics. Attitudes toward the ad and the brand are significant mediators between contextual factors and intention to purchase.

The study examines the effectiveness of online ads from a new theoretical angle based on the attributes of pay-per-click ads.

The results suggest that when advertisers decide to use dynamic ads, they should adopt a contrast design for both the ad information and its aesthetics.

This study fills a research gap in the contextual effects literature, including providing evidence of an underlying process in the relationship between certain contextual effects and purchase intent. It also extends previous findings of assimilation/contrast in information design to aesthetics design and advances the literature on vividness by examining a moderation effect of vividness.

Based on an ensemble sample of multinational enterprises (MNEs), this study aims to explore the effect of the interactions between Chinese parent firms’ knowledge (including both technological and marketing knowledge), equity control and cultural distance on the business performance of their overseas branches under different subsidiary roles.

The study uses a data set compiled from 138 listed Chinese manufacturing enterprises and their 231 overseas subsidiaries to test the hypotheses regarding the interactive effects of transferred knowledge types and the subsidiary’s control mode.

The empirical results suggest that the moderating effects of equity control and cultural distance vary with the types of the parent firm’s knowledge and subsidiary roles. Specifically, equity control positively regulates the relationship between technological knowledge and subsidiary performance while negatively moderating the relationship between marketing knowledge and subsidiary performance. Cultural distance appears to negatively regulate the relationship between marketing knowledge and subsidiary performance. This binary relationship is shown to be more significant for the implementer subsidiaries.

Drawing on the literature on inter-firm governance and knowledge-induced innovation mechanisms, the authors develop a theoretical contingency framework to derive some managerial implications for inter-firm and infra-firm knowledge transfer in light of MNEs’ performance integrity.

As Chinese Generation Z consumers have distrust over traditional advertising and marketing, this study focuses on user-generated content (UGC) travel apps to demonstrate the structural relationship among the expertise of amateur information publisher, interactive atmosphere, information quality, expectation confirmation, perceived trust, experiential satisfaction and switching intention.

This study carried out a questionnaire-based survey among Chinese Generation Z consumers and obtained 356 valid questionnaire copies that were analyzed with the structural equation.

The expertise of amateur information publisher and the interactive atmosphere of UGC travel apps have positive effects on perceived trust; expectation confirmation and perceived trust have positive effects on experiential satisfaction, and experiential satisfaction has negative effects on switching intention.

The results should encourage UGC travel app developers to use visual effects so as to achieve a higher quality of information, foster a cordial interactive atmosphere and enhance the expertise of information publishers by selecting the best candidate, thus spurring the design of marketing activities popular among the Chinese Generation Z consumers.

This study argues that new-generation consumers have their specific appeals and in the tourist market. It explores the UGC travel apps, which are popular among Generation Z consumers in order to deepen marketing personnel's understanding of the relationship among the expertise of amateur information publisher, interactive atmosphere, information quality, expectation confirmation, perceived trust, experiential satisfaction and switching intention.

Although an important facet of modernist architecture in which function plays a prominent role, building flexibility is not entirely a new concept. Its relevance transcends generations, allowing space and structure to evolve through time. This paper investigates the relationship among main building structures, infill elements, and space by studying examples in ancient Chinese architecture. It reveals the role of building owners, users, and craftsmen from a survey of historical documentation. In studying these examples, it is concluded that craftsmen in ancient China were involved not only during the construction phase but throughout the period of use as well. Thus, in select cases, the relationship between craftsmen and owners or users had been preserved for generations. Finally, this paper suggests potential strategies for the building industry and technology in the move towards sustainable development.