Learning general concepts in imperfect environments is difficult since training instances often include noisy data, inconclusive data, incomplete data, unknown attributes, unknown attribute values and other barriers to effective learning. It is well known that people can learn effectively in imperfect environments, and can manage to process very large amounts of data. Imitating human learning behavior therefore provides a useful model for machine learning in real-world applications. This paper proposes a new, more effective way to represent imperfect training instances and (...) rules, and based on the new representation, a Human-Like Learning (HULL) algorithm for incrementally learning concepts well in imperfect training environments. Several examples are given to make the algorithm clearer. Finally, experimental results are presented that show the proposed learning algorithm works well in imperfect learning environments. (shrink)

Background: Healthcare workers in the front line of diagnosis, treatment, and care of patients with coronavirus disease 2019 are at great risk of both infection and developing mental health symptoms. This study aimed to investigate the following: whether healthcare workers in general hospitals experience higher mental distress than those in psychiatric hospitals; the role played by religion and alexithymic trait in influencing the mental health condition and perceived level of happiness of healthcare workers amidst the stress of the COVID-19 pandemic; (...) and factors that influence the resilience of healthcare workers at 6 weeks' follow-up.Methods: Four-hundred and fifty-eight healthcare workers were recruited from general and psychiatric hospitals, and 419 were followed-up after 6 weeks. All participants filled out the 20-item Toronto Alexithymia Scale, five-item Brief-Symptom Rating Scale, and the Chinese Oxford Happiness Questionnaire.Results: Under the stress of the COVID-19 pandemic, 12.3% of frontline healthcare workers in general hospitals reported having mental distress and perceived lower social adaptation status compared with those working in psychiatric hospitals. Christians/Catholics perceived better psychological well-being, and Buddhists/Taoists were less likely to experience mental distress. The results at 6 weeks of follow-up showed that the perceived lower social adaptation status of general hospital healthcare workers was temporary and improved with time. Christian/Catholic religion and time had independent positive effects on psychological well-being; however, the interaction of Christian/Catholic religion and time had a negative effect.Conclusions: Collectivism and individualism in the cultural context are discussed with regard to alexithymic trait and Buddhist/Taoist and Christian/Catholic religious faiths. Early identification of mental distress and interventions should be implemented to ensure a healthy and robust clinical workforce for the treatment and control of the COVID-19 pandemic. (shrink)

Purpose Moral orientation can affect ethical decision-making. Very few studies have focused on whether medical education can change the moral orientation of the students. The purpose of the present study was to document the types of moral orientation exhibited by medical students, and to study if their moral orientation was changed after preclinical education. Methods From 2007 to 2009, the Mojac scale was used to measure the moral orientation of Taiwan medical students. The students included 271 first-year and 109 third-year (...) students. They were rated as a communitarian, dual, or libertarian group and followed for 2 years to monitor the changes in their Mojac scores. Results In both first and third-year students, the dual group after 2 years of preclinical medical education did not show any significant change. In the libertarian group, first and third-year students showed a statistically significant increase from a score of 99.4 and 101.3 to 103.0 and 105.7, respectively. In the communitarian group, first and third-year students showed a significant decline from 122.8 and 126.1 to 116.0 and 121.5, respectively. Conclusion During the preclinical medical education years, students with communitarian orientation and libertarian orientation had changed in their moral orientation to become closer to dual orientation. These findings provide valuable hints to medical educators regarding bioethics education and the selection criteria of medical students for admission. (shrink)

Evidence supports predictive roles of non-social smartphone use for smartphone addiction, but the relationship of social smartphone use and smartphone addiction is unclear. This study explored whether social smartphone use has a double-edged impact on smartphone addiction. Using data from a sample of 909 Chinese undergraduates, we tested a parallel mediation model that considered online social support and realistic social support as mediators. As predicted, social smartphone use weakened smartphone addiction through realistic social support and contributed to smartphone addiction through (...) online social support. Moreover, we tested the moderating role of agreeableness in the mediation path of online social support. Agreeableness only moderated the indirect effects. Specifically, the predictive effects of online social support on smartphone addiction was greater for lower rather than higher agreeableness. The results suggest that social needs play an important role in the formation of smartphone addiction. Several limitations and implications are also discussed herein. (shrink)

As part of a new focus on sustainability, this study examines the effects of technological attributes, market potential, and environmental factors on the commercialization of technologies. A survey was conducted on two of Taiwan’s promising sustainable high-tech industries—solar photovoltaic (PV) and light emitting diodes (LEDs). We found that if the technologies possess the specific attributes of innovativeness, genericness, simplicity, and compatibility, as required by the potential adopters, the level of market potential will be more favorable and technology commercialization (TC) probability (...) will be higher. In addition, the results of regression analysis indicate that environmental requirements play moderating roles in affecting the relationships between market potential and TC probability. The empirical findings highlight the role of market potential as a mediator between technological attributes and the likelihood of commercialization. Furthermore, environmental factors moderate the influence of market potential on TC. The results of this study can provide firms’ operations with insights into resource allocation, sustainable development, and competitive advantages in an intensely competitive environment. (shrink)

Backpacker travel has become an imperative trend in modern tourism. Previous research, however, has not discussed in-depth the intentions and motivations of accommodation selection, in particular, the religious organization e.g. church, mosque, synagogue, and temple affiliated pilgrim hostel. To fill the gap of previous studies, this study provides a new research direction involving the pilgrim hostel playing an essential role as more than mere pilgrim accommodation; pilgrim hostels in Taiwan have surprisingly included a certain percentage of backpacker tourists. A survey (...) addressed the primary identity and service content perceptions of lodgers. Two historical temple-affiliated pilgrim hostels generated 287 valid responses; 112 backpackers, composing 39 % of the sample units, participated in person. Study findings indicated many significant differences between pilgrims and backpackers regarding self-recognised identity on journeys and perceptions of pilgrim hostel service content (for example, religious identification, reason for lodging, total travel expense, number of nights stayed, customer satisfaction, and service value). Implications of these findings provide suggestions and practical applications for the tourism stakeholder and for future research. (shrink)

BackgroundBreast cancer patients are at elevated risk of depression during treatment, thus provoking the chance of poor clinical outcomes. This retrospective cohort study aimed to investigate whether integrating Chinese herbal medicines citation into conventional cancer therapy could decrease the risk of depression in the long-term breast cancer survivors.MethodsA cohort of patients aged 20–70 years and with newly diagnosed breast cancer during 2000–2008 was identified from a nationwide claims database. In this study, we focused solely on survivors of breast cancer at (...) least1 year after diagnosis. After one-to-one matching for age, sex, and baseline comorbidities, breast cancer patients who received and did not receive CHM treatment were enrolled. The incidence rate and hazard ratio citation for depression between the two groups was estimated at the end of 2012. A Cox proportional hazard model was constructed to examine the impact of the CHM use on the risk of depression.ResultsDuring the study period, the incidence rate of depression was significantly lower in the treated cohort than in the untreated cohort [8.57 compared with 11.01 per 1,000 person-years citation], and the adjusted HR remained significant at 0.74 in a Cox proportional hazards regression model. The corresponding risk further decreasing to 43% among those using CHM for more than 1 year.ConclusionFinding from this investigation indicated that the lower risk of depression observed in breast cancer patients treated with CHM, suggesting that CHM treatment should be considered for disease management toward breast cancer. Yet, the optimal administered dose should be determined in further clinical trials. (shrink)

This book contains an introduction to symbolic logic and a thorough discussion of mechanical theorem proving and its applications. The book consists of three major parts. Chapters 2 and 3 constitute an introduction to symbolic logic. Chapters 4–9 introduce several techniques in mechanical theorem proving, and Chapters 10 an 11 show how theorem proving can be applied to various areas such as question answering, problem solving, program analysis, and program synthesis.

This study empirically examined the effects of ethical leadership and ethical climate on employee ethical behavior in the international port context using survey data collected from 128 respondents who worked in Taiwan International Ports Corporation in Taiwan. Research hypotheses were formulated from the previous literature and tested using structural equation modeling. Results indicated that ethical leadership had a significant impact on ethical climate and the ethical behavior of TIPC employees. Ethical climate was found to be positively associated with employee ethical (...) behavior. The theoretical and practical implications of the research findings are discussed. (shrink)

End-of-life decision making frequently occurs in the intensive care unit (ICU). There is a lack of information on how a do-not-resuscitate (DNR) order affects treatments received by critically ill patients in ICUs. The objectives of this study were: (1) to compare the use of life support therapies between patients with a DNR order and those without; (2) to examine life support therapies prior to and after the issuance of a DNR order; and (3) to determine the clinical factors that influence (...) the initiation of a DNR order in ICUs in Taiwan. A prospective, descriptive, and correlational study was conducted. A total of 202 patients comprising 133 (65.8%) who had a DNR order, and 69 (34.1%) who did not, participated in this study. In the last 48 hours of their lives, patients who had a DNR order were less likely to receive life support therapies than those who did not have a DNR order. Older age, being unmarried, the presence of an adult child as a surrogate decision maker, a perceived inability to survive ultimate discharge from the ICU, and longer hospitalization in the ICU were significant predictors of issuing a DNR order for critically ill patients. This study will draw attention to how, when, and by whom, critically ill patients’ preferences about DNR are elicited and honored. (shrink)

Social enterprises, promising organizations for solving societal problems with innovative approaches, rely upon their members’ active roles for workplace innovation. However, we still have a limited understanding about how social enterprises can foster employees’ endeavors for innovation. By focusing on employee learning and innovative behavior, we investigate the influences of perceived social mission, value congruence, and human resource management (HRM) practices in social enterprises. We conducted two complementary studies to answer our research questions. In Study 1, with a survey of (...) 369 employees from 68 social enterprises, we examined a multilevel moderated mediation model with firm‐level and individual‐level data. We found that perceived social mission promoted learning and innovative behavior by increasing value congruence, and that commitment‐based HRM practices enhanced the overall process from mission to employee efforts for innovation. In Study 2, with 300 daily surveys from 60 employees participating in an experience sampling study, we found that those with high‐value congruence showed a significantly more stable pattern with less variance in innovative behavior than in learning behavior. Our study adds novel implications to the underdeveloped literature on employee innovation and HRM in social enterprises by uncovering the positive effects of social mission and value facets for boosting learning and innovative behaviors. Our research also suggests that social enterprises should benefit from pursuing and emphasizing the social mission and commitment‐based HRM bundle together, which will promote the prosperity and well‐being of business and society. (shrink)

Business Ethics, the Environment &Responsibility, Volume 31, Issue 3, Page 702-717, July 2022.

Social media users have increased rapidly in recent years; however, most are “silent users” who rarely share information online. To maintain social media companies’ stable operation and development, this research explored the effects of flow experience and identity formation on users’ intrinsic motivation to facilitate aggressive, spontaneous, and habitual participation in virtual communities. A total of 487 valid questionnaires were collected and underwent regression analysis. The results revealed that all three intrinsic motivations had a significant impact on social media participation, (...) with social interaction exerting the strongest influence. Flow experience and identification had significant, partial mediating effects on the relationship between motivation and participation. Several suggestions were provided based on the results to help social media enterprises increase user participation. It is hoped that this research could facilitate in transforming users into habitual participants to keep the operations of the virtual community stable and enduring. (shrink)

This paper examines how industrial buyers’ attributions of their suppliers’ actions of corporate social responsibility are related to both the brand advocacy and brand equity. Using a sample of 173 questionnaires gathered in Taiwan, we find that CSR perceptions of industrial buyers are more strongly and positively related to brand advocacy and brand equity when industrial buyers interpret CSR activities of their suppliers as driven more by intrinsic motives and less by extrinsic motives. Furthermore, brand advocacy mediates the interactive effects (...) of CSR and CSR attribution on industrial brand equity. (shrink)

Japan has more robots than any other country with robots contributing to many areas of society, including manufacturing, healthcare, and entertainment. However, few studies have examined Japanese attitudes toward robots, and none has used implicit measures. This study compares attitudes among the faculty of a US and a Japanese university. Although the Japanese faculty reported many more experiences with robots, implicit measures indicated both faculties had more pleasant associations with humans. In addition, although the US faculty reported people were more (...) threatening than robots, implicit measures indicated both faculties associated weapons more strongly with robots than with humans. Despite the media’s hype about Japan’s robot ‘craze,’ response similarities suggest factors other than attitude better explain robot adoption. These include differences in history and religion, personal and human identity, economic structure, professional specialization, and government policy. Japanese robotics offers a unique reference from which other nations may learn. (shrink)

In this article, the researchers explore the following question. Can corporate social responsibility (CSR) and the corporate reputation of a firm lead to its brand equity in business-to-business (B2B) markets? This study discusses CSR from customers' viewpoints by taking the sample of industrial purchasers from Taiwan small-medium enterprises. The aims of this study are to investigate: first, the effects of CSR and corporate reputation on industrial brand equity; second, the effects of CSR, corporate reputation, and brand equity on brand performance; (...) and third, the mediating effects of corporate reputation and industrial brand equity on the relationship between CSR and brand performance. Empirical results support the study's hypotheses and indicate that CSR and corporate reputation have positive effects on industrial brand equity and brand performance. In addition, corporate reputation and industrial brand equity partially mediate the relationship between CSR and brand performance. (shrink)

We live in the Age of Big Data. In medicine, artificial intelligence and machine learning algorithms, fueled by big data, promise to change how physicians make diagnoses, determine prognoses, and develop new treatments. An exponential rise in articles on these topics is seen in the medical literature. Recent applications range from the use of deep learning neural networks to diagnose diabetic retinopathy and skin cancer from image databases, to the use of various machine learning algorithms for prognostication in cancer and (...) cardiovascular disease. Many factors are driving the adoption of AI in health care, from... (shrink)

Confucius is conventionally regarded as the founder of secular humanism and as a philosopher concerned about humans and culture. I would add to this that Confucius should also be read as an environmental philosopher. One reason is the pedagogical dimension in Confucianism, which points to Confucius as an environmental educator ? not the least of which since much of environmental education relies on common sense and an enlightened collective self-interest. Another reason is an aspect I call ?ecological intelligence?, which is (...) a key feature of ancient Confucianism and a signpost for the civil evolution that the mitigation of climate change demands from global civilization today. (shrink)

Adopting Fairclough's multidimensional approach, this corpus-based study explores discursive changes in current Taiwanese society, with a particular focus on conversationalization in printed media. Data were collected from three major newspapers catering to different readerships during three time periods. The analyzed linguistic features include noun phrases, Chinese four-character set expressions, mixing of local dialect, and slang. My analysis shows that over the past two decades there has been an increase of conversational features in all three newspapers. In addition, a cross-sectional comparison (...) has revealed that soft news texts include more conversational features than hard news texts. It is also found that the newspaper which stresses local values and advocates an independent Taiwan identity tends to adopt more conversational features, particularly the mixing of Taiwanese in Mandarin news texts. Finally, I suggest that this trend of conversationalization in the Taiwanese press can be linked to substantive democratization and marketization of the Taiwanese society as well as the change and development of modern written Chinese. (shrink)