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Keywords = cellphone mobility

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19 pages, 3497 KB  
Article
Assessment of Electromagnetic Exposure to a Child and a Pregnant Woman Inside an Elevator in Mobile Frequencies
by Ioanna Karatsi, Sofia Bakogianni and Stavros Koulouridis
Telecom 2025, 6(3), 52; https://doi.org/10.3390/telecom6030052 - 16 Jul 2025
Viewed by 1773
Abstract
This study presents an in-depth dosimetry analysis of energy assimilation from EM waves and increase in the temperature during mobile phone usage within an elevator cabin. The cellphone operates at two different frequencies (1000 MHz and 1800 MHz) and is simulated at three [...] Read more.
This study presents an in-depth dosimetry analysis of energy assimilation from EM waves and increase in the temperature during mobile phone usage within an elevator cabin. The cellphone operates at two different frequencies (1000 MHz and 1800 MHz) and is simulated at three different talk positions vertical, tilt, and cheek. Realistic numerical models of a woman in the third trimester of pregnancy and a girl at the age of 5 years are employed. The analysis highlights the necessity of a comprehensive approach to fully grasp the complexities of EM exposure. Full article
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29 pages, 790 KB  
Review
Self-Directed Learning and Consensus Decision-Making in the Co-Creation of Virtual Worlds Promoting Student Mental Health Through Mobile Technology Use: A Scoping Review
by Carol Nash
Virtual Worlds 2025, 4(2), 26; https://doi.org/10.3390/virtualworlds4020026 - 4 Jun 2025
Viewed by 1949
Abstract
Mobile technology advancements have led to cellphone bans in some school jurisdictions. The basis of these bans is judging their utilization by students as unhealthy, antisocial, and educationally controversial. Banning student cellphones neglects the positive mental health of cellphone use that comes from [...] Read more.
Mobile technology advancements have led to cellphone bans in some school jurisdictions. The basis of these bans is judging their utilization by students as unhealthy, antisocial, and educationally controversial. Banning student cellphones neglects the positive mental health of cellphone use that comes from self-directed learning in students using them in the co-creation of virtual worlds through online communities. This scoping review examines peer-reviewed research from 2021–2025 demonstrating positive mental health value in self-directed mobile technology use through co-creating virtual worlds. The searches are of seven primary databases and one supplementary database, using the keywords “self-directed learning AND mobile technology AND co-creation AND virtual worlds”. Excluded are reviews, book chapters, abstracts, and conference proceedings. The assessment of the findings is that cellphone use promotes a combination of self-directed learning and consensus decision-making, and provides mental health benefits when virtual worlds are co-created by students permitted their use. Appraising these results—regarding self-directed learning, consensus decision-making, and student mental health—the conclusion is that in contemplating the school cellphone use of mobile technology, educators rethink banning their classroom use. The aim would be to support the co-creation of virtual worlds to promote increased self-direction, consensus decision-making, and positive mental health. Full article
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15 pages, 475 KB  
Article
Patterns of ICT Use and Technological Dependence in University Students from Spain and Japan: A Cross-Cultural Analysis
by José Antonio Martín Herrero, Ana Victoria Torres García, María Concepción Vega-Hernández, Marcos Iglesias Carrera and Masako Kubo
Int. J. Environ. Res. Public Health 2025, 22(5), 737; https://doi.org/10.3390/ijerph22050737 - 7 May 2025
Viewed by 1103
Abstract
Background: After the end of the COVID-19 pandemic, abusive use of the internet and new information and communication technologies (ICT) among university students was detected. Our research questions were as follows: what has been the impact on the academic performance of university students, [...] Read more.
Background: After the end of the COVID-19 pandemic, abusive use of the internet and new information and communication technologies (ICT) among university students was detected. Our research questions were as follows: what has been the impact on the academic performance of university students, and how did the pandemic affect students’ relationship with ICTs? The aim of this research was to explore the use of cell phones and the internet in students from different cultures (Spanish and Japanese) after the pandemic. Methods: This descriptive and exploratory study analysed 206 university students from Spanish and Japanese cultures to understand their perceptions of academic performance after the pandemic, their general use of ICT, and their abusive use of the internet and mobile phones. Instruments included the Internet Overuse Scale (IOS) and the Cell-Phone Overuse Scale (COS), adapted for both Spanish and Japanese populations. Differences between quantitative variables were analyzed using the non-parametric Mann–Whitney U test for independent samples (Spanish and Japanese students or by sex). Contingency tables were created to record and analyse relationships between qualitative variables using the chi-squared test, with statistical significance set at p < 0.05. Results: Approximately 29.6% of participants displayed excessive internet use, while 25.2% showed pathological mobile phone use. A strong association was found between high internet and mobile phone usage. Significant cultural and gender differences were observed, with higher problematic use among Japanese students and female participants. Conclusions: Excessive ICT use remains a concern in university settings, with gender and cultural factors playing key roles. These findings highlight the need for targeted digital well-being interventions. Full article
(This article belongs to the Section Behavioral and Mental Health)
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16 pages, 2403 KB  
Article
Enriching Earth Science Education with Direct and Proximal Remote Sensing of Soil Using a Mobile Geospatial Application
by Elena A. Mikhailova, Christopher J. Post, Hamdi A. Zurqani, Philip C. Hutton and Davis G. Nelson
Earth 2025, 6(1), 8; https://doi.org/10.3390/earth6010008 - 7 Feb 2025
Cited by 2 | Viewed by 1858
Abstract
Earth science education can be enriched by adding technological knowledge to enable monitoring human earth impacts by using soil science as an example. Modern sensing technologies and a mobile mapping platform can enhance an existing field laboratory exercise to expand students’ knowledge beyond [...] Read more.
Earth science education can be enriched by adding technological knowledge to enable monitoring human earth impacts by using soil science as an example. Modern sensing technologies and a mobile mapping platform can enhance an existing field laboratory exercise to expand students’ knowledge beyond the core subject matter. This multi-year study’s objectives were to enrich laboratory exercise content on soil compaction using a soil penetration resistance (PR) tester (penetrometer) with the concepts of direct (soil PR) and proximal remote sensing (cellphone photos of the sample area), and crowdsourcing of field data using a GPS-enabled mobile phone application in an introductory soil science course at Clemson University, South Carolina (SC), United States of America (USA). Students from multiple Science, Technology, Engineering, and Mathematics (STEM) disciplines (forestry, wildlife biology, and environmental and natural resources) participated in the study. They completed a set of reusable learning objects (RLOs) in the following sequence: pre-testing questionnaire, laboratory video, quiz, and post-testing questionnaire. Students had increased familiarity with the concepts from this exercise, as demonstrated by the post-assessment survey. The quiz, which was taken by 113 students online, had an average total correct score of 9 out of a possible 10. A post-assessment survey indicated that the laboratory exercise was an effective way to learn about field soil PR data, direct and proximal remote sensing, and crowdsourcing with a GPS-enabled cellphone application. Results from the two study years (2022 and 2024) were consistent, indicating validity and confidence in the findings. Full article
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22 pages, 7845 KB  
Article
The Ballpark Effect: Spatial-Data-Driven Insights into Baseball’s Local Economic Impact
by Aviskar Giri, Vasit Sagan and Michael Podgursky
Appl. Sci. 2024, 14(18), 8134; https://doi.org/10.3390/app14188134 - 10 Sep 2024
Cited by 2 | Viewed by 3556
Abstract
The impact of sporting events on local economies and their spatial distribution is a topic of active policy debate. This study adds to the discussion by examining granular cellphone location data to assess the spillover effects of Major League Baseball (MLB) games in [...] Read more.
The impact of sporting events on local economies and their spatial distribution is a topic of active policy debate. This study adds to the discussion by examining granular cellphone location data to assess the spillover effects of Major League Baseball (MLB) games in a major US city. Focusing on the 2019 season, we explore granular geospatial patterns in mobility and consumer spending on game days versus non-game days in the Saint Louis region. Through density-based clustering and hotspot analysis, we uncover distinct spatiotemporal signatures and variations in visitor affluence across different teams. This study uses features like game day characteristics, location data (latitude and longitude), business types, and spending data. A significant finding is that specific spatial clusters of economic activity are formed around the stadium, particularly on game days, with multiple clusters identified. These clusters reveal a marked increase in spending at businesses such as restaurants, bars, and liquor stores, with revenue surges of up to 38% in certain areas. We identified a significant change in spending patterns in the local economy during games, with results varying greatly across teams. Notably, the XGBoost model performs best, achieving a test R2 of 0.80. The framework presented enhances the literature at the intersection of urban economics, sports analytics, and spatial modeling while providing data-driven actionable insights for businesses and policymakers. Full article
(This article belongs to the Special Issue Sustainable Urban Mobility)
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22 pages, 308 KB  
Article
ICT and Agricultural Development in South Africa: An Auto-Regressive Distributed Lag Approach
by Simion Matsvai and Yiseyon Sunday Hosu
Agriculture 2024, 14(8), 1253; https://doi.org/10.3390/agriculture14081253 - 30 Jul 2024
Cited by 1 | Viewed by 2387
Abstract
The use of Information Communication Technology (ICT) forms a significant component of the Fourth Industrial Revolution (4IR). This study examined the impact of ICT on agricultural development in South Africa utilizing time series data from 1995 to 2022. Agricultural development was measured through [...] Read more.
The use of Information Communication Technology (ICT) forms a significant component of the Fourth Industrial Revolution (4IR). This study examined the impact of ICT on agricultural development in South Africa utilizing time series data from 1995 to 2022. Agricultural development was measured through agricultural output and agriculture total factor productivity as dependent variables. Traditional factors of production (land, labor, and capital) together with ICT variables (mobile cellphone subscriptions, Internet usage, and fixed telephone subscriptions) were used. Additional variables such as inflation, human development, access to energy and climate change were used. Data analysis was performed using the ARDL approach. The findings revealed that mobile phone subscriptions and Internet usage positively affect agricultural output and ATFP in the short and long run despite having a negative effect through the second lag in the short run. Fixed telephone subscriptions negatively affect ATFP in the long run while affecting output negatively in the short run through the first lag. Land, human development index, access to energy, and capital generally exhibited an increasing effect on both agricultural output and ATFP both in the short and long run through the various models estimated. Climate change and inflation were generally found to affect both agricultural output and ATFP negatively in the short and long run. The study concluded that ICT plays a significant role in promoting agricultural output and total factor productivity growth. Recommendations included that the South African government should promote the digitalization of the agriculture sector through the provision of ICT infrastructure that can be utilized by both smallholder farmers and large-scale agricultural producers. Full article
21 pages, 6051 KB  
Article
Large-Scale Mobile-Based Analysis for National Travel Demand Modeling
by Bat-hen Nahmias-Biran, Shuki Cohen, Vladimir Simon and Israel Feldman
ISPRS Int. J. Geo-Inf. 2023, 12(9), 369; https://doi.org/10.3390/ijgi12090369 - 5 Sep 2023
Cited by 2 | Viewed by 2823
Abstract
Mobile phones have achieved a high rate of penetration and gained great interest in the field of travel behavior studies. However, mobile phone data exploitation for national travel models has only been sporadically studied thus far. This work focuses on one of the [...] Read more.
Mobile phones have achieved a high rate of penetration and gained great interest in the field of travel behavior studies. However, mobile phone data exploitation for national travel models has only been sporadically studied thus far. This work focuses on one of the most extensive cellular surveys of its kind carried out thus far in the world, which was performed for two years between 2018 and 2019 with the participation of the two largest cellular providers in Israel, as well as leading GPS companies. The large-scale cell phone survey covered half the population using cellphones aged 8+ in Israel and uncovered local and national trip patterns, revealing the structure of nationwide travel demand. The methodology consists of the following steps: (1) plausibility and quality checks for the data of the mobile operators and the GPS data providers; (2) algorithm development for trip detection, home/work location detection, location and time accuracy, and expansion factors; (3) accuracy test of origin–destination matrices at different resolutions, revisions of algorithms, and reproduction of data; and (4) validation of results by comparison to reliable external data sources. The results are characterized by high accuracy and representativeness of demand and indicate a strong correlation between the cellular survey and other reliable sources. Full article
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10 pages, 1361 KB  
Article
Patient Perspectives on Digital Interventions to Manage Heart Failure Medications: The VITAL-HF Pilot
by Marc D. Samsky, Renee Leverty, James M. Gray, Alexandra Davis, Brett Fisher, Ashul Govil, Tom Stanis and Adam D. DeVore
J. Clin. Med. 2023, 12(14), 4676; https://doi.org/10.3390/jcm12144676 - 14 Jul 2023
Cited by 7 | Viewed by 2666
Abstract
Use of guideline-directed medical therapy (GDMT) for treatment of heart failure with reduced ejection fraction (HFrEF) remains unacceptably low. The purpose of this study was to determine whether a digital health tool can augment GDMT for patients with HFrEF. Participants ≥ 18 years [...] Read more.
Use of guideline-directed medical therapy (GDMT) for treatment of heart failure with reduced ejection fraction (HFrEF) remains unacceptably low. The purpose of this study was to determine whether a digital health tool can augment GDMT for patients with HFrEF. Participants ≥ 18 years old with symptomatic HFrEF (left ventricular ejection fraction ≤ 40%) and with access to a mobile phone with internet were included. Participants were given a blood pressure cuff, instructed in its use, and given regular symptom surveys via cell-phone web-link. Data were transmitted to the Story Health web-based platform, and automated alerts were triggered based on pre-specified vital sign and laboratory data. Health coaches assisted patients with medication education, pharmacy access, and lab access through text messages and phone calls. GDMT titration plans were individually created in the digital platform by local clinicians based on entry vitals and labs. Twelve participants enrolled and completed the study. The median age and LVEF were 52.5 years (IQR, 46.5–63.5) and 25% (IQR, 22.5–35.5), respectively. There were 10 GDMT initiations, 52 up-titrations, and 13 down-titrations. Five participants engaged in focus-group interviews following study completion to understand first-hand perspectives regarding the use of digital tools to manage GDMT. Participants expressed comfort knowing that there were clinicians regularly reviewing their data. This alleviated concerns of uncertainty in daily living, led to an increased feeling of security, and empowered patients to understand decision-making regarding GDMT. Frequent medication changes, and the associated financial impact, were common concerns. Remote titration of GDMT for HFrEF is feasible and appears to be a patient-centered approach to care. Full article
(This article belongs to the Special Issue Pragmatism and Digitization in Cardiovascular Research)
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15 pages, 314 KB  
Article
Can Digital Financial Inclusion Promote Women’s Labor Force Participation? Microlevel Evidence from Africa
by Imane Elouardighi and Kenza Oubejja
Int. J. Financial Stud. 2023, 11(3), 87; https://doi.org/10.3390/ijfs11030087 - 3 Jul 2023
Cited by 28 | Viewed by 7212
Abstract
Our study analyzes the relationship between digital financial inclusion and women’s labor force participation, as well as shedding light on the barriers to women’s digital financial inclusion. We have mobilized a microeconomic database that covers 15,192 African women. Our database is extracted from [...] Read more.
Our study analyzes the relationship between digital financial inclusion and women’s labor force participation, as well as shedding light on the barriers to women’s digital financial inclusion. We have mobilized a microeconomic database that covers 15,192 African women. Our database is extracted from the Global Findex database, 2021 edition, based on nationally representative surveys of 29 African countries. The Probit model estimation methodology is used to examine the empirical results. Our findings reveal that financial inclusion via the digital channel is positively associated with women’s labor force participation more than the traditional channel. A significant and positive impact of formal financial services channels on the level of women’s participation in the labor market was uncovered. Our research has shown that women face a variety of obstacles when it comes to accessing financial services, both through traditional channels and digital means. These barriers include nonvoluntary obstacles in traditional financial inclusion channels. However, as a woman’s income level increases, the intensity of these barriers decreases. When it comes to digital financial inclusion, women often face a unique set of obstacles, such as the high cost of mobile financial services, lack of money, and lack of access to a cellphone. The study contributes to the existing literature by investigating the impact of digital financial inclusion on women’s labor force participation in African countries and identifying barriers that hinder women’s digital financial inclusion based on individual-level data. It suggests that African policymakers should increase women’s financial inclusion through digital channels to improve their participation in the labor market. Full article
(This article belongs to the Special Issue Digital Financial Inclusion)
15 pages, 7816 KB  
Article
Exploring the Relationship between Land Use and Congestion Source in Xi’an: A Multisource Data Analysis Approach
by Duo Wang, Hong Chen, Chenguang Li and Enze Liu
Sustainability 2023, 15(12), 9328; https://doi.org/10.3390/su15129328 - 9 Jun 2023
Cited by 4 | Viewed by 2418
Abstract
Traffic congestion is a critical problem in urban areas, and understanding the relationship between land use and congestion source is crucial for traffic management and urban planning. This study investigates the relationship between land-use characteristics and congestion pattern features of source parcels in [...] Read more.
Traffic congestion is a critical problem in urban areas, and understanding the relationship between land use and congestion source is crucial for traffic management and urban planning. This study investigates the relationship between land-use characteristics and congestion pattern features of source parcels in the Second Ring Road of Xi’an, China. The study combines cell-phone data, POI data, and land-use data for the empirical analysis, and uses a spatial clustering approach to identify congested road sections and trace them back to source parcels. The correlations between building factors and congestion patterns are explored using the XGBoost algorithm. The results reveal that residential land and residential population density have the strongest impact on congestion clusters, followed by lands used for science and education and the density of the working population. The study also shows that a small number of specific parcels are responsible for the majority of network congestion. These findings have important implications for urban planners and transportation managers in developing targeted strategies to alleviate traffic congestion during peak periods. Full article
(This article belongs to the Special Issue Cognitive Aspects of Sustainable Mobility)
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29 pages, 2134 KB  
Article
Pareto-Optimized AVQI Assessment of Dysphonia: A Clinical Trial Using Various Smartphones
by Rytis Maskeliūnas, Robertas Damaševičius, Tomas Blažauskas, Kipras Pribuišis, Nora Ulozaitė-Stanienė and Virgilijus Uloza
Appl. Sci. 2023, 13(9), 5363; https://doi.org/10.3390/app13095363 - 25 Apr 2023
Cited by 4 | Viewed by 3207
Abstract
Multiparametric indices offer a more comprehensive approach to voice quality assessment by taking into account multiple acoustic parameters. Artificial intelligence technology can be utilized in healthcare to evaluate data and optimize decision-making processes. Mobile devices provide new opportunities for remote speech monitoring, allowing [...] Read more.
Multiparametric indices offer a more comprehensive approach to voice quality assessment by taking into account multiple acoustic parameters. Artificial intelligence technology can be utilized in healthcare to evaluate data and optimize decision-making processes. Mobile devices provide new opportunities for remote speech monitoring, allowing the use of basic mobile devices as screening tools for the early identification and treatment of voice disorders. However, it is necessary to demonstrate equivalence between mobile device signals and gold standard microphone preamplifiers. Despite the increased use and availability of technology, there is still a lack of understanding of the impact of physiological, speech/language, and cultural factors on voice assessment. Challenges to research include accounting for organic speech-related covariables, such as differences in conversing voice sound pressure level (SPL) and fundamental frequency (f0), recognizing the link between sensory and experimental acoustic outcomes, and obtaining a large dataset to understand regular variation between and within voice-disordered individuals. Our study investigated the use of cellphones to estimate the Acoustic Voice Quality Index (AVQI) in a typical clinical setting using a Pareto-optimized approach in the signal processing path. We found that there was a strong correlation between AVQI results obtained from different smartphones and a studio microphone, with no significant differences in mean AVQI scores between different smartphones. The diagnostic accuracy of different smartphones was comparable to that of a professional microphone, with optimal AVQI cut-off values that can effectively distinguish between normal and pathological voice for each smartphone used in the study. All devices met the proposed 0.8 AUC threshold and demonstrated an acceptable Youden index value. Full article
(This article belongs to the Special Issue Intelligent Medicine and Health Care)
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16 pages, 5320 KB  
Article
Impact of Administrative Division and Regional Accessibility on Rural Mobility in the Pearl River Delta: Evidence from Cellphone Big Data
by Yi Zhao, Daming Lu, Pu Zhao, Senkai Xie and Wenjia Zhang
Land 2023, 12(4), 884; https://doi.org/10.3390/land12040884 - 13 Apr 2023
Cited by 1 | Viewed by 2724
Abstract
Mobility plays a critical role in promoting rural development. However, the current knowledge regarding the factors that influence mobility between rural towns is limited. The objective of this study is to explore the impact of administrative division and regional accessibility on rural mobility [...] Read more.
Mobility plays a critical role in promoting rural development. However, the current knowledge regarding the factors that influence mobility between rural towns is limited. The objective of this study is to explore the impact of administrative division and regional accessibility on rural mobility to inform development policies and strategies. The administrative division is demarcated by district and city boundaries, and regional accessibility is assessed using various modes of transportation, including cars, high-speed railways (HSRs), and intercity commuter railways (ICRs). A flow-based geographically weighted regression (FGWR) method is employed based on mobile phone signaling data to quantify the associations and identify the local effects of these factors in the Pearl River Delta (PRD). The findings suggest that both administrative division and regional accessibility significantly influence rural mobility. Specifically, the effects of district boundaries on commuting mobility are more pronounced in the central areas along the Pearl River, while the effects of city boundaries on non-commuting mobility between the core area and surrounding regions are more significant. With regard to regional accessibility, cars are the preferred mode of transportation for connections between the core areas of cities along the Pearl River, whereas HSR is favored more for non-commuting trips between the northwest and center regions. This study provides novel empirical insights into the understanding of rural mobility and has significant implications for promoting regional integration. Full article
(This article belongs to the Section Urban Contexts and Urban-Rural Interactions)
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20 pages, 2279 KB  
Article
The Population Flow under Regional Cooperation of “City-Helps-City”: The Case of Mountain-Sea Project in Zhejiang
by Yuanshuo Xu, Yiwen Zhu, Yan Wu, Xiaoliang Wang and Weiwen Zhang
Land 2022, 11(10), 1816; https://doi.org/10.3390/land11101816 - 17 Oct 2022
Cited by 11 | Viewed by 3089
Abstract
Regional cooperation has been increasingly recognized as indispensable in promoting coordinated regional development in China’s new urbanization. The “city-helps-city” cooperation arises as an important type of regional approach to reduce regional inequalities. This study focuses on the “city-helps-city” cooperation of the Mountain-Sea Cooperation [...] Read more.
Regional cooperation has been increasingly recognized as indispensable in promoting coordinated regional development in China’s new urbanization. The “city-helps-city” cooperation arises as an important type of regional approach to reduce regional inequalities. This study focuses on the “city-helps-city” cooperation of the Mountain-Sea Cooperation Project in Zhejiang province and aims to examine how this type of cooperation affects the interjurisdictional linkages of backward places. First, based on the cellphone signaling data from China Mobile and social network analysis, we capture the interjurisdictional linkages represented by the population flow between poverty counties and other municipalities as our dependent variables, which are expected to be stimulated by the regional cooperation of Mountain-Sea projects. Second, through text semantic analysis on the news data of Mountain-Sea cooperation, we further identify three measures of cooperation, including the diversity of cooperation fields, the intensity of different cooperation focuses, and the legitimacy of cooperation as our main explanatory variables. Last, we run regression models to show differentiated impacts of cooperation diversity, intensity, and legitimacy on the linkages between poverty counties and developed places. The findings interrogate whether and how Mountain-Sea cooperation effectively engages backward localities in the regional network of economic production, social affairs, and institutional arrangements to enhance their linkages with other places. This study not only contributes to theoretical and empirical understandings of the state-driven “city-helps-city” cooperation as the new regional institution in transitional China, but also attempts to provide policy implications on reducing regional inequalities from the perspective of intercity cooperation. Full article
(This article belongs to the Special Issue Urbanization and City Development in China's Transition)
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18 pages, 2206 KB  
Article
Educational Impact on Ecuadorian University Students Due to the COVID-19 Context
by Marco E. Benalcázar, Lorena Barona, Ángel Leonardo Valdivieso, Victor Hugo Vimos, Daniel Velastegui and Cesar J. Santacruz
Educ. Sci. 2022, 12(1), 17; https://doi.org/10.3390/educsci12010017 - 30 Dec 2021
Cited by 9 | Viewed by 5813
Abstract
The mobility restrictions imposed in different countries due to the pandemic of Sars-CoV2 has hugely impacted different areas in the world. In this work, impacts on the social areas of Ecuadorian university students such as education, economy, physical and mental health, and access [...] Read more.
The mobility restrictions imposed in different countries due to the pandemic of Sars-CoV2 has hugely impacted different areas in the world. In this work, impacts on the social areas of Ecuadorian university students such as education, economy, physical and mental health, and access to telecommunications are analyzed. For this work, in a snapshot between May to September 2020, 1841 students from 6 public and 5 private universities from Ecuador were surveyed through 47 questions, which were grouped into 7 mutually exclusive dimensions. The Partial Least Squares Structural Equation Model (PLS-SEM) was used to analyze the correlations between the responses of the questions and the relations between dimensions. Dimensional relations were used to analyze how students perceive online classes, teachers’ preparation, mood, and the impact on their learning process due to their decreasing family income. Among the most important results, we found that 63.78% of students want to return to on-site classes regardless of their conditions of Internet connection and their available learning tools (computers, tablets, or cellphones). The results also show that family income has influenced how students access the Internet, Internet connection, technological resources for online learning, and mood. Regarding the relations between variables, we found that older students and students from higher semesters think that online classes are better than face-to-face classes and want to continue in online education. Full article
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18 pages, 47130 KB  
Article
Spatial Distribution and Mechanism of Urban Occupation Mixture in Guangzhou: An Optimized GeoDetector-Based Index to Compare Individual and Interactive Effects
by Xingdong Deng, Yang Liu, Feng Gao, Shunyi Liao, Fan Zhou and Guanfang Cai
ISPRS Int. J. Geo-Inf. 2021, 10(10), 659; https://doi.org/10.3390/ijgi10100659 - 30 Sep 2021
Cited by 24 | Viewed by 3777
Abstract
Numerous studies have been devoted to uncovering the characteristics of resident density and urban mobility with multisource geospatial big data. However, little attention has been paid to the internal diversity of residents such as their occupations, which is a crucial aspect of urban [...] Read more.
Numerous studies have been devoted to uncovering the characteristics of resident density and urban mobility with multisource geospatial big data. However, little attention has been paid to the internal diversity of residents such as their occupations, which is a crucial aspect of urban vibrancy. This study aims to investigate the variation between individual and interactive influences of built environment factors on occupation mixture index (OMI) with a novel GeoDetector-based indicator. This study first integrated application (App) use and mobility patterns from cellphone data to portray residents’ occupations and evaluate the OMI in Guangzhou. Then, the mechanism of OMI distribution was analyzed with the GeoDetector model. Next, an optimized GeoDetector-based index, interactive effect variation ratio (IEVR) was proposed to quantify the variation between individual and interactive effects of factors. The results showed that land use mixture was the dominating factor, and that land use mixture, building density, floor area ratio, road density affected the OMI distribution directly. Some interesting findings were uncovered by IEVR. The influences of cultural inclusiveness and metro accessibility were less important in factor detector result, while they were found to be the most influential in an indirect way interacting with other built environment factors. The results suggested that both “hardware facilities” (land use mixture, accessibility) and “soft facilities” (cultural inclusiveness) should be considered in planning a harmonious urban employment space and sustainable city. Full article
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