BACKGROUND: The rapid development of the telecommunications industry in the post-COVID-19 era has brought tremendous pressure to employees making them a high-risk group for job burnout. However, prior research paid less attention to the burnout of employees. Furthermore, social support and gender have separate effects on job burnout. This study explores the mechanism of stress perception on job burnout and examines the roles of social support and gender amid it.
METHODS: This cross-sectional study was conducted from June 2023 to August 2023 in mainland China. A total of 39,507 were recruited by random sampling and online questionnaires, and 28,204 valid questionnaires were retained. SPSS (version 26.0) and PROCESS (Model 4 & 7) were used for correlation analysis, mediation analysis, and mediated moderation analysis.
RESULTS: Stress perception can positively predict the level of job burnout of employees in the telecommunications industry, and social support plays a partial mediating role, accounts for 8.01% of the total effect, gender moderates the first half of the path in this mediation model. At the same pressure level, female can perceive more social support than male.
CONCLUSIONS: Under high pressure background, employees\' job burnout varies depending on gender and the perception of social support. Therefore, telecommunications industry managers should adopt decompression measures and targeted social support resources for different groups.

Customer churn prediction is vital for organizations to mitigate costs and foster growth. Ensemble learning models are commonly used for churn prediction. Diversity and prediction performance are two essential principles for constructing ensemble classifiers. Therefore, developing accurate ensemble learning models consisting of diverse base classifiers is a considerable challenge in this area. In this study, we propose two multi-objective evolutionary ensemble learning models based on clustering (MOEECs), which are include a novel diversity measure. Also, to overcome the data imbalance problem, another objective function is presented in the second model to evaluate ensemble performance. The proposed models in this paper are evaluated with a dataset collected from a mobile operator database. Our first model, MOEEC-1, achieves an accuracy of 97.30% and an AUC of 93.76%, outperforming classical classifiers and other ensemble models. Similarly, MOEEC-2 attains an accuracy of 96.35% and an AUC of 94.89%, showcasing its effectiveness in churn prediction. Furthermore, comparison with previous churn models reveals that MOEEC-1 and MOEEC-2 exhibit superior performance in accuracy, precision, and F-score. Overall, our proposed MOEECs demonstrate significant advancements in churn prediction accuracy and outperform existing models in terms of key performance metrics. These findings underscore the efficacy of our approach in addressing the challenges of customer churn prediction and its potential for practical application in organizational decision-making.

UNASSIGNED: People with previous incarceration and a mental disorder, a substance use disorder, or both are less likely to obtain employment than are those without these characteristics. Distance learning and education (DLE) systems are increasingly being integrated into clinical care and provide a pathway to disseminate vocational services. DLE systems can help reach people with barriers to accessing services, including people without transportation, experiencing homelessness, living in rural areas, or who are homebound. This study evaluated the effectiveness of one DLE system, the COMPASS program, in assisting formerly incarcerated veterans with a mental or substance use disorder to obtain employment.
UNASSIGNED: The authors used a randomized controlled trial to compare employment outcomes of 39 U.S. veterans receiving the COMPASS intervention with those of 43 veterans receiving a paper self-study vocational manual. All participants had previous legal convictions and had a mental disorder, a substance use disorder, or both. The COMPASS system provided vocational services through asynchronous (online practice assignments, reading, and videos) and synchronous (video and telephone practice interviews and live chats) methods. No in-person vocational services were provided in the COMPASS intervention.
UNASSIGNED: At 6 months, participants assigned to receive the COMPASS intervention were more likely to have found employment, defined as 1 day of competitive employment, compared with those assigned to receive the self-study manual (64% vs. 35%, respectively)-and to have found employment faster.
UNASSIGNED: This study\'s findings provide evidence for the effectiveness of the COMPASS system in providing employment services and suggest that these services may benefit other vulnerable populations.

BACKGROUND: Few studies have been conducted on the usage of telehealth focusing on consultations between patients\' families and physicians. This study aimed to identify the usage and limitations of online medical consultations with patients\' families compared to the traditional in-person consultations.
METHODS: We conducted a prospective cohort study from April 1, 2020, to September 30, 2021, at an educational acute-care hospital in Japan. The study included hospitalized patients aged 20 years or older and their family members for whom an online or in-person medical consultation between the family member and physician was conducted during the hospitalization period. The primary endpoints assessed were three topics pertaining to medical consultation: medical conditions and treatment plans, policies for life-threatening events, and post-discharge support. The secondary endpoint was the number of consultations required.
RESULTS: Online consultations and traditional in-person consultations were provided to 58 and 53 patients\' families, respectively. Of the patients in the online consultation group who underwent multiple consultations, 46 (79%) also underwent in-person consultations. Regarding the topics, all the patients\' families in both consultation groups had consultations on medical conditions and treatment plans; regarding the policy for life-threatening events, 47% of patient families in the online consultation group were consulted compared to 53% of those in the in-person group. Regarding post-discharge support, 59% of patient families in the online group were consulted compared to 40% in the in-person group. In the online consultation group of 58 patients\' families, 188 consultations were conducted, including 95 online and 93 in-person consultations. Consultations on policy for life-threatening events were significantly more frequent in in-person consultations than in online consultations (p < 0.05). Regarding post-discharge support, online consultations were significantly more frequent than in-person consultations (p < 0.05). The number of family members who attended online consultations was significantly higher than those who attended in-person consultations (p < 0.05).
CONCLUSIONS: Online consultation between the physician and patient\'s family may be an alternative to in-person consultation for explaining medical conditions and treatment plans. However, in-person consultation still plays an important role in sensitive topics, such as policy consultation for life-threatening events.

Wi-Fi is an integral and invaluable part of our media practices. Wireless networks are blended into our media environment and, in terms of infrastructural importance, have become comparable with electricity or water. This article offers a new transnational perspective on the underexplored history of IEEE 802.11 standards by focusing on the tensions between the United States and Europe in terms of development trajectories of wireless technology. The goal is to analyze the standardization of wireless networking through a transnational lens and to contribute to enhanced understanding of the global proliferation of Wi-Fi technology. Four particular aspects of the transnational development of Wi-Fi technology are discussed: the rivalry between US and European standards, the constitutive choice to focus on data transmission, radio spectrum availability, and the peculiarities of network authentication.

Telepathology, as a subset of teleconsulting, is pathology interpretation performed at a distance. Telepathology is not a new phenomenon, but since ~2015, significant advances in information technology and telecommunications coupled with the pandemic have led to unprecedented sophistication, accessibility, and use of telepathology in human and veterinary medicine. Furthermore, telepathology can connect veterinary practices to distant laboratories and provide support for underserved animals and communities. Through our scoping review, we provide an overview of how telepathology is being used in veterinary medicine, identify gaps in the literature, and highlight future areas of research and service development. We searched MEDLINE, CAB Abstracts, and the gray literature, and included all relevant literature. Despite the widespread use of digital microscopy in large veterinary diagnostic laboratories, we identified a paucity of literature describing the use of telepathology in veterinary medicine, with a significant gap in studies addressing the validation of whole-slide imaging for primary diagnosis. Underutilization of telepathology to support postmortem examinations conducted in the field was also identified, which indicates a potential area for service development. The use of telepathology is increasing in veterinary medicine, and pathologists must keep pace with the changing technology, ensure the validation of innovative technologies, and identify novel uses to advance the profession.

Background Telemedicine has been recognized as a viable solution for addressing the shortage of medical professionals in developing countries such as Nigeria. Tele-neurology has the potential to provide remote consultations and care for patients with neurological conditions, thereby reducing the burden of travel and improving access to medical care. Despite its growing popularity, there is a lack of research on patient\'s views on this mode of care delivery in Nigeria. This study was conducted to investigate patient\'s perspectives on the use of tele-neurology in Nigeria. Methodology A descriptive cross-sectional study was conducted among 398 neurology patients at Olabisi Onabanjo University Teaching Hospital, Sagamu, Ogun State, Nigeria. The data obtained were analyzed using descriptive statistics and a chi-square test using p < 0.05. Results Only 3% of our respondents had previously used telemedicine, with 78.1% of the respondents open to using telemedicine as a means of consultation. The disadvantages of telemedicine noted include limitations in assessing neurological status (94.7%), difficulty in explaining health conditions (84.4%), and lack of technical support (14.6%). The majority of respondents (96.5%) believed telemedicine will help in saving time. There was a statistically significant association between propensity to use telemedicine and time spent in the hospital (0.045) and time off work (<0.001). The propensity to use telemedicine was statistically significant to the use of email (0.001) and type of email address (0.001). Conclusion The findings suggested that there is a need for healthcare providers and policymakers to invest in developing telemedicine to improve access to care.

To cope with global climate risks, promoting energy transformation has become a global consensus. China issued a reform policy in 2010 to promote the convergence of the three major information industries, namely broadcasting and television networks, telecommunications networks and the Internet (TPR policy). However, is the convergence of information industries able to promote energy transition? This study constructs a quasi-natural experimental framework using China\'s TPR policy as a representative case of industrial convergence. Using city-level panel data between 2003 and 2016 in China and a multi-period difference-in-differences model, this study examines the impact of TPR policy on energy transition. The results show that TPR policy positively contributes to energy transition at a 1% significance level. Extensive robustness tests support this finding. This positive effect is particularly evident in regions with less developed communications infrastructure and stricter environmental regulations. Mechanism analysis suggests that TPR policy promotes energy transition by improving the level of information networks, promoting technological innovation, and optimizing industrial structure. The findings of this paper emphasize the importance of information industry convergence in facilitating energy transformation.

Providing human support for users of behavioral health technology can help facilitate the necessary engagement and clinical integration of digital tools in mental health care. A team conducted digital navigator training that taught participants how to promote patrons\' digital literacy, evaluate and recommend health apps, and interpret smartphone data. The authors trained 80 participants from 21 organizations, demonstrating this training\'s feasibility, acceptability, and need. Case studies explore the implementation of this training curriculum. As technology\'s potential in mental health care expands, training can empower digital navigators to ensure that the use of digital tools is informed, equitable, and clinically relevant.

Despite Ireland\'s centrality to transatlantic telegraphic communication and as an integral part of the United Kingdom, telegraphy on the island is often merely a footnote in the scholarship. Yet telegraphy had a significant impact in Ireland, accelerating internal and external communication times. This article provides the first comprehensive study of telegraphy\'s expansion, from its arrival in Ireland in the 1850s until the eve of nationalization in 1870. It shows how Ireland\'s geographical position as a telegraphic gateway to North America, the heavy integration of Ireland\'s economy into Britain after 1853, and the relationship between telegraphy and the rail network shaped Irish telegraphy in unique ways.