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26 pages, 699 KiB  
Article
Barriers to Success: How U.S. Newspapers Frame the Challenges of Immigrant Students in Public Education
by Kerri Evans, Jiyoon Lee, Josue Rodriguez and Sarah Gawens
Soc. Sci. 2025, 14(6), 358; https://doi.org/10.3390/socsci14060358 - 4 Jun 2025
Viewed by 810
Abstract
One in four students in the United States is part of an immigrant family. The purpose of this study is to enhance our understanding of the barriers that immigrant students experience in US public schools by critically analyzing how newspapers portray barriers to [...] Read more.
One in four students in the United States is part of an immigrant family. The purpose of this study is to enhance our understanding of the barriers that immigrant students experience in US public schools by critically analyzing how newspapers portray barriers to success, as the goals and processes used in media differ from those of peer-reviewed research. The authors used a document analysis, a qualitative research methodology, and reviewed 67 newspaper articles on immigrant children struggling in US schools. The results show that immigrant students struggle with language barriers, discrimination, mental health, financial stress associated with higher education in the US, lack of preparedness and resources to provide education, lack of familiarity with policy, lack of cultural knowledge about the US, lack of parent involvement, and work and familial obligations. Results also indicate that newspapers published more articles about immigrant struggles during certain time periods, such as Spring 2015 through Winter 2016 and again Summer 2020 through Spring 2021. The paper provides implications for (1) research, suggesting a need for more qualitative primary data collection, (2) practice, including enhanced training, improved mental health referrals and collaborations, and (3) policy, which could include welcoming policies at the school level and advocacy efforts for immigrant student rights under the incoming presidential administration. Full article
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19 pages, 1500 KiB  
Article
The Toy Department Has Grown Up: The 2021 International Sports Press Survey (ISPS) in Comparison to the 2011 Survey
by Thomas Horky, Joerg-Uwe Nieland and Christof Seeger
Journal. Media 2025, 6(2), 81; https://doi.org/10.3390/journalmedia6020081 - 2 Jun 2025
Viewed by 697
Abstract
Sport and sports communication is growing. Sport is an integral part of (everyday) communication in both traditional and so-called new media. Digitalization poses major challenges for sports journalism. In connection with the changing media consumption, the crisis of the majority of print media [...] Read more.
Sport and sports communication is growing. Sport is an integral part of (everyday) communication in both traditional and so-called new media. Digitalization poses major challenges for sports journalism. In connection with the changing media consumption, the crisis of the majority of print media and the increasing globalization and standardization of sports at the international level, this applies above all to daily newspapers. In addition, sports newsrooms have been described as “toy departments”. This paper discusses the findings of the 2021 International Sports Press Survey (ISPS) on the current state of the quality of sports reporting in daily newspaper and confronts these findings with the results of the 2011 study. Against the backdrop of quality journalism based on diversity, the quantitative content analysis examines 6614 articles from eight countries. The 2021 ISPS results highlighted several key findings regarding the quality and diversity of sports journalism. These included the persistent underrepresentation of women as both authors and protagonists in sports reporting, a focus on current events over in-depth research, and a limited use of sources. However, when compared to data from a decade ago, there is evidence of a slight positive trend towards increased diversity and improved quality in sports journalism. Full article
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25 pages, 974 KiB  
Article
Suicide of Minors in the Spanish Press: Analysis from the Perspective of Public Interest and the Limits of Freedom of Information
by Diego García-Fernández, Ana M. Marcos del Cano and Gabriela Topa
Journal. Media 2025, 6(1), 35; https://doi.org/10.3390/journalmedia6010035 - 27 Feb 2025
Viewed by 985
Abstract
Every year, more than 700,000 people die by suicide worldwide, a quarter of whom are between 15 and 29 years of age. In Spain, suicide has surpassed road traffic accidents as the leading non-natural cause of death in this age group. Although its [...] Read more.
Every year, more than 700,000 people die by suicide worldwide, a quarter of whom are between 15 and 29 years of age. In Spain, suicide has surpassed road traffic accidents as the leading non-natural cause of death in this age group. Although its overall incidence remains low, the number of suicide attempts continues to rise, indicating an upward trend. Despite being recognized as a significant public health issue, the media often refrains from reporting on suicide to prevent the Werther effect, thereby avoiding the potential propagation of suicidal behavior. This is a form of self-censorship in the exercise of freedom of information, a right recognized by the Spanish Constitution, which also undermines the right of citizens to receive such content. The Spanish Constitutional Court has determined that public interest is a mandatory requirement to endorse the legitimacy of a news item in case of a clash with any of the rights that legally limit freedom of information. This article aims to analyze whether, in those exceptional cases in which the rule of silence is broken, the information on suicide in young people is in line with the jurisprudential concept of public interest, above privacy, honor or self-image and, especially, above the protection of children and adolescents. As a research method, this study analyzes a selection of news articles on suicides of minors, published in Spanish digital newspapers and compiled into a self-developed database. These articles are examined through the lens of the Spanish Constitutional Court’s doctrine on freedom of information. The findings indicate that public interest is unequivocally justified when news coverage focuses on aggregated data regarding suicide or suicide attempts among minors. However, when reporting on the suicide of an individual minor, the justification from the perspective of freedom of information depends on the specifics of each case, requiring a careful balance between public interest and the protection of fundamental rights. Full article
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17 pages, 11253 KiB  
Article
Lessons Learned from the Last Moments Captured of Traditional Small-Scale Land Use in a European Fen Meadow
by Előd Búzás and Judit Bódis
Land 2024, 13(12), 2155; https://doi.org/10.3390/land13122155 - 11 Dec 2024
Viewed by 931
Abstract
Most of Europe’s semi-natural grasslands have been maintained by land use for thousands of years. Consequently, as a side effect of this type of land use, high grassland biodiversity was able to develop in those areas. Today, due to changes in land use, [...] Read more.
Most of Europe’s semi-natural grasslands have been maintained by land use for thousands of years. Consequently, as a side effect of this type of land use, high grassland biodiversity was able to develop in those areas. Today, due to changes in land use, only fragments of the native grasslands and their biodiversity, especially in wetlands, remain. We conducted a study on changes in land use and the conservation context of a species-rich Hungarian fen meadow over 250 years. In addition to the main changes, we focused on sustainable grassland management. For our research, we built a geospatial database in which we attached great importance to georeferenced aerial photographs taken decades ago. To better understand what we can see in aerial photographs, we studied archived newspaper articles and conducted interviews. An aerial photograph taken in 1963 served as an exceptional illustration and data source for the key factors of sustainability and biodiversity. Our case study illustrates most of the major global problems affecting the European fen meadow (drainage, agricultural intensification, expansion of infrastructure networks, abandonment of farming). Based on our research, mosaic, adaptive, small-scale landscape use is necessary for the long-term sustainability of European wet grasslands and their special wildlife. Full article
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17 pages, 547 KiB  
Article
Diversity and the Influence of Social Enterprises in South Korea
by Jongmin Jeon, Jinhee Choi and Ivan Ureta Vaquero
Adm. Sci. 2024, 14(12), 329; https://doi.org/10.3390/admsci14120329 - 5 Dec 2024
Viewed by 2477
Abstract
This study aimed to examine the growth of social enterprises, their operational diversity and impact, and their characteristics from the stakeholders’ perspective focusing on the diversity and influence of social enterprises in the Republic of Korea. Based on data from periodical reports, newspaper [...] Read more.
This study aimed to examine the growth of social enterprises, their operational diversity and impact, and their characteristics from the stakeholders’ perspective focusing on the diversity and influence of social enterprises in the Republic of Korea. Based on data from periodical reports, newspaper articles, and the existing academic literature, this study provides insights into the diversity and influence of social enterprises in Korea. This study suggests that the growth of Korean social enterprises is rooted in extensive government support, including financial subsidies, tax benefits, and technological innovation incentives. We found that the landscape includes officially recognized social enterprises and other entities that, while not formally certified, fulfill similar roles by embodying social values within diverse institutional frameworks. These enterprises have diversified to engage various social issues, from job creation for marginalized groups to environmental sustainability and community development. Effective stakeholder engagement fostered diversity and inclusiveness within these organizations. A limitation of this study is the use of secondary sources. Future research should use more diverse data collection methods and examine a broader range of social enterprises, including non-certified ones. This study contributes to the discourse on social enterprise by highlighting the trajectory of social enterprise development, the critical role of government support, and the importance of stakeholder engagement to promote diversity. It also provides insights into the diversity and role of social enterprises in Korea and their potential to address socio-economic issues. Full article
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25 pages, 1169 KiB  
Article
Navigating Heir Disputes over the New American South: Confederate Memorials and Media Framing of Black Mayoral Leadership Against Symbols of White Authoritarianism
by Tyson King-Meadows, Vishakha Agarwal and Priscilla Nakandi Nalubula
Soc. Sci. 2024, 13(11), 594; https://doi.org/10.3390/socsci13110594 - 1 Nov 2024
Viewed by 1449
Abstract
Contrary to what other mayors had done to deal with calls to remove Confederate monuments in their cities, the first Black woman mayor of Charlotte, North Carolina appointed a 2020 commission to evaluate and make recommendations for dealing with the monument controversy. As [...] Read more.
Contrary to what other mayors had done to deal with calls to remove Confederate monuments in their cities, the first Black woman mayor of Charlotte, North Carolina appointed a 2020 commission to evaluate and make recommendations for dealing with the monument controversy. As the state’s largest city and “international gateway” to the New South, Charlotte had long wrestled with tensions over cultural memory. Utilizing a mixed methods “embedded design” case study approach, this article examines quantitative and qualitative data, including an analysis of newspaper articles from The Charlotte Observer and The Raleigh News & Observer, to ascertain public reaction to the commission. Results show that media accounts often framed the city’s monument controversy as reflecting the locale’s new sociodemographic reality, a euphemism for lingering conflicts in the jurisdiction over cultural memory, heritage claims, electoral representation, race, and monumentality. Full article
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10 pages, 4787 KiB  
Article
Detecting the Use of ChatGPT in University Newspapers by Analyzing Stylistic Differences with Machine Learning
by Min-Gyu Kim and Heather Desaire
Information 2024, 15(6), 307; https://doi.org/10.3390/info15060307 - 25 May 2024
Cited by 1 | Viewed by 3204
Abstract
Large language models (LLMs) have the ability to generate text by stringing together words from their extensive training data. The leading AI text generation tool built on LLMs, ChatGPT, has quickly grown a vast user base since its release, but the domains in [...] Read more.
Large language models (LLMs) have the ability to generate text by stringing together words from their extensive training data. The leading AI text generation tool built on LLMs, ChatGPT, has quickly grown a vast user base since its release, but the domains in which it is being heavily leveraged are not yet known to the public. To understand how generative AI is reshaping print media and the extent to which it is being implemented already, methods to distinguish human-generated text from that generated by AI are required. Since college students have been early adopters of ChatGPT, we sought to study the presence of generative AI in newspaper articles written by collegiate journalists. To achieve this objective, an accurate AI detection model is needed. Herein, we analyzed university newspaper articles from different universities to determine whether ChatGPT was used to write or edit the news articles. We developed a detection model using classical machine learning and used the model to detect AI usage in the news articles. The detection model showcased a 93% accuracy in the training data and had a similar performance in the test set, demonstrating effectiveness in AI detection above existing state-of-the-art detection tools. Finally, the model was applied to the task of searching for generative AI usage in 2023, and we found that ChatGPT was not used to revise articles to any appreciable measure to write university news articles at the schools we studied. Full article
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2 pages, 132 KiB  
Abstract
Parents and Social Media: Nutritional Education Is Online!
by Emanuela Cazzaniga, Francesca Brivio, Francesca Orgiu, Paolo Corbetta, Elena Lonati, Alessandra Bulbarelli and Andrea Greco
Proceedings 2023, 91(1), 403; https://doi.org/10.3390/proceedings2023091403 - 12 Mar 2024
Viewed by 1169
Abstract
Poor eating habits have been correlated with an increased probability of developing chronic health problems, including weight gain. In particular, dietary choices during the first years of life can have a lasting impact on dietary preferences and habits. Parents strongly influence the child’s [...] Read more.
Poor eating habits have been correlated with an increased probability of developing chronic health problems, including weight gain. In particular, dietary choices during the first years of life can have a lasting impact on dietary preferences and habits. Parents strongly influence the child’s relationship with food which will be maintained for the rest of their life; in particular, a greater sense of maternal self-efficacy is correlated with healthier eating habits and the child being less overweight. To date, there are few studies investigating the relationship between parental eating habits, self-efficacy in promoting healthy behaviors and the use of social media (SM). The general purpose of our study is to investigate the eating habits of families, food awareness and choices and the use of SM to search for pediatric nutrition content. The habits were collected through a questionnaire administered online on the most popular SM platforms. Data show that parents take care of their children’s food choices (96.1%) and rarely comply with their requests (77.9%). More than half read product labels (56.1%) and the origin (43.9%) before purchasing. Overall, 44.1% are influenced by TV and newspapers regarding their purchases, while 39.4% are influenced by the opinions of their friends and relatives. Food style correlates positively with the influence of TV and newspapers (r = 0.238) and the influence of friends and relatives (r = 0.231). Overall, 77.1% aim to follow a healthy diet, even if fish (24.5%) and vegetables (36.3%) are difficult to include in the child’s diet. Instagram (50.2%) and Facebook (36.3%) are the SM platforms most used to search for information on pediatric nutrition. Health professionals’ (60.3%) and institutions’ (24.9%) profiles are the most followed for reading articles and blogs (59.4%), but without direct interactions (78.9%). Only 20% are satisfied with the content found. Parental self-efficacy in promoting a healthy diet for their children correlates positively and moderately with encouragement to follow a healthy diet (r = 0.340) and control over the amount of snacks and sweets consumed (r = 0.302). The data demonstrate parents’ interest in using SM to search for information on pediatric nutrition but indicates that few (33.3%) are satisfied with what they find online. Therefore, future educational interventions need to be refined to help parents to better influence children’s eating habits. Full article
(This article belongs to the Proceedings of The 14th European Nutrition Conference FENS 2023)
21 pages, 366 KiB  
Article
The Cybersecurity Applied by Online Travel Agencies and Hotels to Protect Users’ Private Data in Smart Cities
by Lázaro Florido-Benítez
Smart Cities 2024, 7(1), 475-495; https://doi.org/10.3390/smartcities7010019 - 4 Feb 2024
Cited by 19 | Viewed by 11921
Abstract
The purpose of this paper is to analyse the cybersecurity in online travel agencies (OTAs) and hotel sectors to protect users’ private data in smart cities. Methodologically, this research uses a sample of information about cyberattacks that occurred during the period of 2000–2023 [...] Read more.
The purpose of this paper is to analyse the cybersecurity in online travel agencies (OTAs) and hotel sectors to protect users’ private data in smart cities. Methodologically, this research uses a sample of information about cyberattacks that occurred during the period of 2000–2023 in companies operating as OTAs and in the travel, tourism, and food sectors, which was obtained from research articles. Then, we had to expand the research to include updated information about cyberattacks from digital newspapers, regulatory sources, and state data breach notification sites like CSIS, KonBriefing, EUROCONTROL, and GlobalData. The findings of the current research prove that hotels and OTAs were constantly exposed to cyberattacks in the period analysed, especially by data breaches and malware attacks; in fact, this is the main novelty of this research. In addition, these incidents were severe for both guests and tourism companies because their vulnerabilities and consequences affect the reputation of companies and smart cities where these firms operate, as well as consumer confidence. The results also showed that most of the cyberattacks examined in this manuscript were aimed at stealing information about the companies’ and users’ private data such as email addresses; credit card numbers, security codes, and expiration dates; and encoded magstripe data; among many other types of data. Cyberattacks and cyberthreats never disappear completely in the travel and tourism sectors because these illegal activities are closely related to the hacker’s thirst for power, fame, and wealth. Full article
14 pages, 1945 KiB  
Article
The Characteristics of the Religiosity of Youth in Slovakia Today
by Peter Kondrla and Eva Ďurková
Religions 2023, 14(11), 1433; https://doi.org/10.3390/rel14111433 - 17 Nov 2023
Cited by 2 | Viewed by 2185
Abstract
This paper discusses the current characteristics of the religiosity of young people in Slovakia based on data that were obtained in a survey as part of the research project “Perspectives of the Development of Religiosity in Slovakia”, carried out in 2017–2020. The data [...] Read more.
This paper discusses the current characteristics of the religiosity of young people in Slovakia based on data that were obtained in a survey as part of the research project “Perspectives of the Development of Religiosity in Slovakia”, carried out in 2017–2020. The data presented in the article pertain to several areas related to the religious lives of young people. Firstly, data on general changes in the respondents’ religiosity (such as a weakening or a strengthening) are presented, followed by data on the causes that the respondents consider having influenced these changes. Secondly, since many of the respondents claimed factors related to receiving a lot of information as such causes, the article presents data to determine to what extent the respondents paid attention to religious media in Slovakia (newspaper, radio, television, and websites). Lastly, we present the data on the respondents’ attitudes towards the moral acceptance of some themes that are religiously controversial or politically divisive in Slovak society today. We then discuss the indications that emerge from the data on the religiosity of young people in Slovakia today, overall concluding that there is often an occurrence among Slovak youth of claiming an affiliation to an official church/confession/religious institution while developing and acting on individual religious opinions or beliefs. Full article
(This article belongs to the Special Issue The Influence of Religion on Media Discourse)
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25 pages, 12447 KiB  
Article
Determination and Evaluation of Landslide-Prone Regions of Isparta (Turkey): An Urban Planning View
by Aynur Uluç Keçik, Canan Çiftçi, Şirin Gülcen Eren, Aslı Tepecik Diş and Agatino Rizzo
Sustainability 2023, 15(19), 14329; https://doi.org/10.3390/su151914329 - 28 Sep 2023
Cited by 2 | Viewed by 2936
Abstract
Landslides represent a significant hazard affecting human life and property and threaten the sustainability of human settlements. They are among the most critical threats after earthquakes in Turkey. In 2020, 107 landslide events occurred in Turkey. Implementing proper policies, strategies, and tools for [...] Read more.
Landslides represent a significant hazard affecting human life and property and threaten the sustainability of human settlements. They are among the most critical threats after earthquakes in Turkey. In 2020, 107 landslide events occurred in Turkey. Implementing proper policies, strategies, and tools for landslide risk mitigation remains challenging for urban planning institutions. In the plan preparation phase, urban planners and plan-making authorities, agencies, or institutions may overlook landslide risks due to a lack of data or related studies. Therefore, this article aims to develop a novel spatial analysis for identifying landslide-prone areas at the provincial level from an urban planning perspective. The analysis is compared to the approved upper-scale plan, and the results are used to build a more robust understanding of landslide risks for sustainable urban development. Isparta Province is selected as the study area, as it has active landslide areas. The methods used include a literature survey including internet sources, newspapers, plans, articles, and other research projects and a case study utilizing a GIS spatial analysis. The spatial analysis using GIS is based on three landslide inventories currently available in Turkey. This spatial analysis is developed to determine landslide-prone regions by considering thematic layers, triggering factors, and vulnerability inputs. As a result of this analysis, five landslide-prone areas in Isparta Province are determined. When these regions are compared to the upper-scale plan that covers the province, it is found that land use and planning decisions have neglected landslide risks, and urban areas are at high landslide risk. Several specific principles and strategies, such as a spatial inventory database and an integrated planning approach including landslide-prone areas, are stated with a reliable spatial analysis to assess landslide-prone areas on a regional scale, which can be applied later in any city and region of Turkey. Full article
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28 pages, 2414 KiB  
Review
Recovery of Lithium from Oilfield Brines—Current Achievements and Future Perspectives: A Mini Review
by Ewa Knapik, Grzegorz Rotko and Marta Marszałek
Energies 2023, 16(18), 6628; https://doi.org/10.3390/en16186628 - 15 Sep 2023
Cited by 20 | Viewed by 6854
Abstract
In recent years there has been a significant increase in the demand for lithium all over the world. Lithium is widely used primarily in the production of batteries for electric vehicles and portable electronic devices, and in many other industries such as production [...] Read more.
In recent years there has been a significant increase in the demand for lithium all over the world. Lithium is widely used primarily in the production of batteries for electric vehicles and portable electronic devices, and in many other industries such as production of aluminum, ceramics, glass, polymers, greases, and pharmaceuticals. In order to maintain the balance between supply and demand for lithium on the global market, it is essential to search for alternative sources of this element. Therefore, efforts are being made to obtain lithium from unconventional sources, an example of which is the recovery of lithium from oilfield brines. This article provides an up-to-date review of the literature in this particular field based on data from different sources (scientific literature databases, patent databases, company websites and industrial online newspapers). The current achievements and future perspectives for the lithium recovery from brines generated during oil and gas extraction were critically reviewed. An emphasis was placed on chemistry of lithium-contained oilfield brines, technologies (both pretreatment and direct lithium extraction) suitable for lithium recovery and industrial results obtained from pilot trials. Full article
(This article belongs to the Section H: Geo-Energy)
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17 pages, 1277 KiB  
Article
Gauging the Media Discourse and the Roots of Islamophobia Awareness in Spain
by Alfonso Corral, David De Coninck, Stefan Mertens and Leen d’Haenens
Religions 2023, 14(8), 1019; https://doi.org/10.3390/rel14081019 - 9 Aug 2023
Cited by 4 | Viewed by 3465
Abstract
This article analyses the media discourse about Islamophobia in Spain. Specifically, an overview of all the appearances of the term in four Spanish newspapers (ABC, El Mundo, El País, and La Vanguardia) is provided with the aim of [...] Read more.
This article analyses the media discourse about Islamophobia in Spain. Specifically, an overview of all the appearances of the term in four Spanish newspapers (ABC, El Mundo, El País, and La Vanguardia) is provided with the aim of finding out when the term was first used and became standard language. The study also demonstrates the links with the public interest and identifies the ideological and terminological attitudes in the discourse of each newspaper. The corpus includes 1475 news articles since the first reference (in 1987) to the term Islamophobia and May 2022, which were quantitatively examined in two steps. While the first was manual and served to document the historical background, the second allowed us to monitor the media content by means of Sketch Engine. Furthermore, the searches for the term “islamofobia” in Google Trends from Spain were also reviewed. The main findings show that both terrorist attacks in Western countries and the controversies surrounding freedom of speech are key to the emergence and normalisation of the concept, particularly since 2015. However, the interest of each newspaper differs, with El País covering the topic most frequently. This left-wing newspaper offers some notable variations in terminology as well. While the three right-wing newspapers consistently relate Islamophobia to threat, the vocabulary used in El País underpins the victimisation of the Arab-Islamic population. According to the Sketch Engine analysis, the usual terms that occur in combination with Islamophobia are racism, terrorism, violence, hate, anti-semitism, and xenophobia. Finally, Google Trends data confirmed the peak in public interest in the Barcelona and Cambrils attacks (17A). Full article
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15 pages, 1646 KiB  
Article
The Benefits, Risks and Regulation of Using ChatGPT in Chinese Academia: A Content Analysis
by Jason Hung and Jackson Chen
Soc. Sci. 2023, 12(7), 380; https://doi.org/10.3390/socsci12070380 - 28 Jun 2023
Cited by 45 | Viewed by 10887
Abstract
Research Aims. This research project investigates what are the major benefits and risks of Chinese students using ChatGPT for academic activities. Also, the project assesses how, if applicable, should ChatGPT be regulated in Chinese academic settings in order to maintain academic integrity and [...] Read more.
Research Aims. This research project investigates what are the major benefits and risks of Chinese students using ChatGPT for academic activities. Also, the project assesses how, if applicable, should ChatGPT be regulated in Chinese academic settings in order to maintain academic integrity and ethical standards. Methodology. The collection of primary data from relevant newspaper articles serves as the foundation of this research project. Here, the content analysis is used for primary data collection. A combination of keywords [“ChatGPT” AND (“China” OR “Chinese”) AND (“students” OR “student”)] were typed on the Google news search engine on 12 April 2023. A sum of 40 newspaper articles were deemed eligible for data analysis. Both qualitative and quantitative data were extracted and analyzed. Findings. The opinion of using ChatGPT to fulfil academic responsibilities has been polarized in China. The conservative camps worry that students are using ChatGPT to commit academic cheating. However, some Chinese educators believe AI-powered technologies should be incorporated into academic learning as AI-enabled writing tools can help improve the quality of academic outputs. A major concern that Chinese educators hold, to date, is plagiarism violations by students as an act of academic cheating. Most newspaper articles presented the use of ChatGPT in Chinese academic settings neutrally. Newspaper articles published in March 2023 contained more positive and negative word(s) about the use of ChatGPT in academic learning. Conclusions. Given the benefits ChatGPT can provide and the near-infeasibility of massively ban the use of AI-powered software, more regulations should be set up in Chinese academia. Teachers have to guide students on how to fact-check the details provided by AI and add citations and references accordingly in their coursework. Moreover, teachers should guide students on how to ask AI-powered software questions systematically and creatively, in order to maximize the intellectual outputs generated from ChatGPT. Full article
(This article belongs to the Section Childhood and Youth Studies)
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16 pages, 2124 KiB  
Article
Content and Sentiment Analysis of The New York Times Coronavirus (2019-nCOV) Articles with Natural Language Processing (NLP) and Leximancer
by Sezai Tunca, Bulent Sezen and Yavuz Selim Balcioglu
Electronics 2023, 12(9), 1964; https://doi.org/10.3390/electronics12091964 - 23 Apr 2023
Cited by 5 | Viewed by 3960
Abstract
The purpose of this study was to prove the use of content and sentiment analysis to understand public discourse on Nytimes.com around the coronavirus (2019-nCOV) pandemic. We examined the pandemic discourses in the article contents, news, expert opinions, and statements of official institutions [...] Read more.
The purpose of this study was to prove the use of content and sentiment analysis to understand public discourse on Nytimes.com around the coronavirus (2019-nCOV) pandemic. We examined the pandemic discourses in the article contents, news, expert opinions, and statements of official institutions with natural language processing methods. We analyzed how the mainstream media (Nytimes.com) sets the community agenda. As a method, the textual data for the research were collected with the Orange3 software text-mining tool via the Nytimes.com API, and content analysis was conducted with Leximancer software. The research data were divided into three categories (first, mid, and last) based on the date ranges determined during the pandemic. Using Leximancer concept maps tools, we explained concepts and their relationships by visualizing them to show pandemic discourse. We used VADER sentiment analysis to analyze the pandemic discourse. The results gave us the distance and proximity positions of themes related to Nytimes.com pandemic discourse, revealed according to their conceptual definitions. Additionally, we compared the performance of six machine learning algorithms on the task of text classification. Considering the findings, it is possible to conclude that in Nytimes.com (2019-nCOV) discourse, some concepts have changed on a regular basis while others have remained constant. The pandemic discourse focused on specific concepts that were seen to guide human behavior and presented content that may cause anxiety to readers of Nytimes.com. The results of the sentiment analysis supported these findings. Another result was that the findings showed us that the contents of the coronavirus (2019-nCOV) articles supported official policies. It can be concluded that regarding the coronavirus (2019-nCOV), which has caused profound societal changes and has results such as death, restrictions, and mask use, the discourse did not go beyond a total of 15 main themes and about 100 concepts. The content analysis of Nytimes.com reveals that it has behavioral effects, such as causing fear and anxiety in people. Considering the media dependency of society, this result is important. It can be said that the agenda-setting of society does not go beyond the traditional discourse due to the tendency of individuals to use newspapers and news websites to obtain information. Full article
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