Pub Date : 2024-09-19eCollection Date: 2024-01-01DOI: 10.1371/journal.pone.0307439
Atia-Tul- Wahab, Faiza Nadeem, Uzma Salar, Hafiz Muhammad Bilal, Mehak Farooqui, Sumaira Javaid, Sohira Sadaf, Khalid M Khan, M Iqbal Choudhary
Staphylococcus aureus infections are the primary causes of morbidity, and mortality, particularly in immuno-compromised individuals. S. aureus associated infections are acquired from community, as well as hospital settings, and difficult to treat because of the emerging resistance against available antibiotics. One of the key factors of its resistance is the biofilm formation, which can be targeted to treat S. aureus-induced infections. Currently, there is no drug available that function by targeting the biofilm. This unmet need demands the discovery of drug candidates against S. aureus biofilm. The present study was designed to evaluate coumarin derivatives 1-21 against S. aureus biofilm. The 96-well plate crystal violet assay was employed for the quantification of biofilm. Results showed that the coumarin derivatives 2-4, 10, and 17 possess potent antibiofilm activity, with MBIC values between 25-100 μg/mL. The results were further confirmed through atomic force microscopy (AFM), scanning electron (SEM), and fluorescence microscopic studies. The quantitative RT-PCR analysis revealed the downregulation of biofilm associated genes, icaA and icaD. These coumarin derivatives were also found to be non-cytotoxic to fibroblasts. This study, therefore, identifies the antibiofilm potential of coumarin derivatives that will pave the way for further research on these derivatives.
{"title":"Coumarin derivatives as new anti-biofilm agents against Staphylococcus aureus.","authors":"Atia-Tul- Wahab, Faiza Nadeem, Uzma Salar, Hafiz Muhammad Bilal, Mehak Farooqui, Sumaira Javaid, Sohira Sadaf, Khalid M Khan, M Iqbal Choudhary","doi":"10.1371/journal.pone.0307439","DOIUrl":"https://doi.org/10.1371/journal.pone.0307439","url":null,"abstract":"<p><p>Staphylococcus aureus infections are the primary causes of morbidity, and mortality, particularly in immuno-compromised individuals. S. aureus associated infections are acquired from community, as well as hospital settings, and difficult to treat because of the emerging resistance against available antibiotics. One of the key factors of its resistance is the biofilm formation, which can be targeted to treat S. aureus-induced infections. Currently, there is no drug available that function by targeting the biofilm. This unmet need demands the discovery of drug candidates against S. aureus biofilm. The present study was designed to evaluate coumarin derivatives 1-21 against S. aureus biofilm. The 96-well plate crystal violet assay was employed for the quantification of biofilm. Results showed that the coumarin derivatives 2-4, 10, and 17 possess potent antibiofilm activity, with MBIC values between 25-100 μg/mL. The results were further confirmed through atomic force microscopy (AFM), scanning electron (SEM), and fluorescence microscopic studies. The quantitative RT-PCR analysis revealed the downregulation of biofilm associated genes, icaA and icaD. These coumarin derivatives were also found to be non-cytotoxic to fibroblasts. This study, therefore, identifies the antibiofilm potential of coumarin derivatives that will pave the way for further research on these derivatives.</p>","PeriodicalId":20189,"journal":{"name":"PLoS ONE","volume":null,"pages":null},"PeriodicalIF":2.9,"publicationDate":"2024-09-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11412489/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142293386","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-09-19eCollection Date: 2024-01-01DOI: 10.1371/journal.pone.0310247
Sophie I G Roher, Debbie H Martin, Ziwa Yu, Tara Pride, Marni Amirault, Jenny R Rand, Anita C Benoit
Our scoping review sought to describe how Etuaptmumk or Two-Eyed Seeing is used and reported on in Indigenous health research. Using the JBI scoping review methodology, we extracted uses of Etuaptmumk/Two-Eyed Seeing from 83 articles and then categorized the reported uses of Etuaptmumk/Two-Eyed Seeing according to Huria et al.'s eight CONSIDER statement domains (governance, prioritization, relationships, methodologies, participation, capacity, analysis and interpretation, and dissemination). We found that while authors used Etuaptmumk/Two-Eyed Seeing in varied ways and at different stages of their research projects, characterizations of the guiding principle were often insufficiently described or overly simplified. This scoping review intends to contribute to a greater dialogue about how Etuaptmumk/Two-Eyed Seeing is conceptualized and used in Indigenous health research with the goal of encouraging more intentional reporting of the guiding principle.
{"title":"How Etuaptmumk/Two-Eyed Seeing is used in indigenous health research: A scoping review.","authors":"Sophie I G Roher, Debbie H Martin, Ziwa Yu, Tara Pride, Marni Amirault, Jenny R Rand, Anita C Benoit","doi":"10.1371/journal.pone.0310247","DOIUrl":"https://doi.org/10.1371/journal.pone.0310247","url":null,"abstract":"<p><p>Our scoping review sought to describe how Etuaptmumk or Two-Eyed Seeing is used and reported on in Indigenous health research. Using the JBI scoping review methodology, we extracted uses of Etuaptmumk/Two-Eyed Seeing from 83 articles and then categorized the reported uses of Etuaptmumk/Two-Eyed Seeing according to Huria et al.'s eight CONSIDER statement domains (governance, prioritization, relationships, methodologies, participation, capacity, analysis and interpretation, and dissemination). We found that while authors used Etuaptmumk/Two-Eyed Seeing in varied ways and at different stages of their research projects, characterizations of the guiding principle were often insufficiently described or overly simplified. This scoping review intends to contribute to a greater dialogue about how Etuaptmumk/Two-Eyed Seeing is conceptualized and used in Indigenous health research with the goal of encouraging more intentional reporting of the guiding principle.</p>","PeriodicalId":20189,"journal":{"name":"PLoS ONE","volume":null,"pages":null},"PeriodicalIF":2.9,"publicationDate":"2024-09-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11412502/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142293462","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-09-19eCollection Date: 2024-01-01DOI: 10.1371/journal.pone.0307386
Alan L James, Gulser Caliskan, Giancarlo Pesce, Simone Accordini, Michael J Abramson, Dinh Bui, Arthur W Musk, Matthew W Knuiman, Jennifer L Perret, Deborah Jarvis, Cosetta Minelli, Lucia Calciano, Jennie Hui, Michael Hunter, Paul S Thomas, E Haydn Walters, Judith Garcia-Aymerich, Shyamali C Dharmage, Alessandro Marcon
Background: Historical data on smoking can enhance our comprehension of the effectiveness of past tobacco control policies and play a key role in developing targeted public health interventions. This study was undertaken to assess trends in smoking initiation and cessation in Australia for the period 1910-2005.
Methods: Rates of smoking initiation and cessation were calculated for participants in two population-based cohorts, the Busselton Health Study and the Tasmanian Longitudinal Health Study. The effects of time trends, gender and age group were evaluated.
Results: Of the 29,971 participants, 56.8% ever smoked. In males, over the period 1910-1999, the rate of smoking initiation in young adolescents remained high with a peak in the 1970s; in older adolescents it peaked in the 1940s and then declined; in young adults it showed a steady decline. In females, the rate of smoking initiation in young adolescents rose sharply in the 1960s and peaked in the 1970s, in older adolescents it increased throughout the period, and in young adults it declined after 1970. In the period 1930-2005, 27.3% of 9,605 people aged 36-50 years who smoked ceased smoking. Rates of cessation in this age group increased throughout but decreased in males after 1990 and plateaued around 2000 in females.
Conclusion: Our findings show substantial variation in the efficacy of tobacco control policies across age groups, with a notable lack of success among the younger population.
{"title":"Trends in smoking initiation and cessation over a century in two Australian cohorts.","authors":"Alan L James, Gulser Caliskan, Giancarlo Pesce, Simone Accordini, Michael J Abramson, Dinh Bui, Arthur W Musk, Matthew W Knuiman, Jennifer L Perret, Deborah Jarvis, Cosetta Minelli, Lucia Calciano, Jennie Hui, Michael Hunter, Paul S Thomas, E Haydn Walters, Judith Garcia-Aymerich, Shyamali C Dharmage, Alessandro Marcon","doi":"10.1371/journal.pone.0307386","DOIUrl":"https://doi.org/10.1371/journal.pone.0307386","url":null,"abstract":"<p><strong>Background: </strong>Historical data on smoking can enhance our comprehension of the effectiveness of past tobacco control policies and play a key role in developing targeted public health interventions. This study was undertaken to assess trends in smoking initiation and cessation in Australia for the period 1910-2005.</p><p><strong>Methods: </strong>Rates of smoking initiation and cessation were calculated for participants in two population-based cohorts, the Busselton Health Study and the Tasmanian Longitudinal Health Study. The effects of time trends, gender and age group were evaluated.</p><p><strong>Results: </strong>Of the 29,971 participants, 56.8% ever smoked. In males, over the period 1910-1999, the rate of smoking initiation in young adolescents remained high with a peak in the 1970s; in older adolescents it peaked in the 1940s and then declined; in young adults it showed a steady decline. In females, the rate of smoking initiation in young adolescents rose sharply in the 1960s and peaked in the 1970s, in older adolescents it increased throughout the period, and in young adults it declined after 1970. In the period 1930-2005, 27.3% of 9,605 people aged 36-50 years who smoked ceased smoking. Rates of cessation in this age group increased throughout but decreased in males after 1990 and plateaued around 2000 in females.</p><p><strong>Conclusion: </strong>Our findings show substantial variation in the efficacy of tobacco control policies across age groups, with a notable lack of success among the younger population.</p>","PeriodicalId":20189,"journal":{"name":"PLoS ONE","volume":null,"pages":null},"PeriodicalIF":2.9,"publicationDate":"2024-09-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11412490/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142293669","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-09-19eCollection Date: 2024-01-01DOI: 10.1371/journal.pone.0310152
Samiran Ghosh, Malay Banerjee, Amit K Chattopadhyay
In this study, we present an immuno-epidemic model to understand mitigation options during an epidemic break. The model incorporates comorbidity and multiple-vaccine doses through a system of coupled integro-differential equations to analyze the epidemic rate and intensity from a knowledge of the basic reproduction number and time-distributed rate functions. Our modeling results show that the interval between vaccine doses is a key control parameter that can be tuned to significantly influence disease spread. We show that multiple doses induce a hysteresis effect in immunity levels that offers a better mitigation alternative compared to frequent vaccination which is less cost-effective while being more intrusive. Optimal dosing intervals, emphasizing the cost-effectiveness of each vaccination effort, and determined by various factors such as the level of immunity and efficacy of vaccines against different strains, appear to be crucial in disease management. The model is sufficiently generic that can be extended to accommodate specific disease forms.
{"title":"Effect of vaccine dose intervals: Considering immunity levels, vaccine efficacy, and strain variants for disease control strategy.","authors":"Samiran Ghosh, Malay Banerjee, Amit K Chattopadhyay","doi":"10.1371/journal.pone.0310152","DOIUrl":"https://doi.org/10.1371/journal.pone.0310152","url":null,"abstract":"<p><p>In this study, we present an immuno-epidemic model to understand mitigation options during an epidemic break. The model incorporates comorbidity and multiple-vaccine doses through a system of coupled integro-differential equations to analyze the epidemic rate and intensity from a knowledge of the basic reproduction number and time-distributed rate functions. Our modeling results show that the interval between vaccine doses is a key control parameter that can be tuned to significantly influence disease spread. We show that multiple doses induce a hysteresis effect in immunity levels that offers a better mitigation alternative compared to frequent vaccination which is less cost-effective while being more intrusive. Optimal dosing intervals, emphasizing the cost-effectiveness of each vaccination effort, and determined by various factors such as the level of immunity and efficacy of vaccines against different strains, appear to be crucial in disease management. The model is sufficiently generic that can be extended to accommodate specific disease forms.</p>","PeriodicalId":20189,"journal":{"name":"PLoS ONE","volume":null,"pages":null},"PeriodicalIF":2.9,"publicationDate":"2024-09-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11412640/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142293426","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-09-19eCollection Date: 2024-01-01DOI: 10.1371/journal.pone.0310387
Jackson L Saiperaki, Silvia F Materu, Prisila A Mkenda, Elly J Ligate, Cyrus Rumisha
Endemic fish species have long supported the livelihoods of local communities in the Rufiji River Basin (RRB). However, destructive fishing practices have led to a concerning decline in endemic fish stocks. To assess these changes, this study employed key informant interviews, focus group discussions (FGDs), and fishery surveys to assess the historical and contemporary distribution of endemic fishes within the RRB. DNA barcoding was also used to verify species identities. Out of 37 reported fish species, 33 species (54.55% endemic and 45.45% exotic to RRB) were confirmed through DNA barcoding and morphological characteristics. About 5 species including, Heterobranchus longifilis, Citharinus congicus, Labeo congoro, Mormyrus longirostris, and Labeobarbus leleupanus were rarely found in the field, despite being classified as Least Concern by IUCN. Additionally, five species that were reported to be present in the RRB by experienced fishers were not captured during sampling. This highlights the need for validation of the existence of such species through eDNA metabarcoding. Moreover, due to the rarity of some species in the area, their IUCN assessment should be revisited.
{"title":"Field and DNA-barcode based surveys reveal evidence of rare endemic fishes in the Rufiji River Basin.","authors":"Jackson L Saiperaki, Silvia F Materu, Prisila A Mkenda, Elly J Ligate, Cyrus Rumisha","doi":"10.1371/journal.pone.0310387","DOIUrl":"https://doi.org/10.1371/journal.pone.0310387","url":null,"abstract":"<p><p>Endemic fish species have long supported the livelihoods of local communities in the Rufiji River Basin (RRB). However, destructive fishing practices have led to a concerning decline in endemic fish stocks. To assess these changes, this study employed key informant interviews, focus group discussions (FGDs), and fishery surveys to assess the historical and contemporary distribution of endemic fishes within the RRB. DNA barcoding was also used to verify species identities. Out of 37 reported fish species, 33 species (54.55% endemic and 45.45% exotic to RRB) were confirmed through DNA barcoding and morphological characteristics. About 5 species including, Heterobranchus longifilis, Citharinus congicus, Labeo congoro, Mormyrus longirostris, and Labeobarbus leleupanus were rarely found in the field, despite being classified as Least Concern by IUCN. Additionally, five species that were reported to be present in the RRB by experienced fishers were not captured during sampling. This highlights the need for validation of the existence of such species through eDNA metabarcoding. Moreover, due to the rarity of some species in the area, their IUCN assessment should be revisited.</p>","PeriodicalId":20189,"journal":{"name":"PLoS ONE","volume":null,"pages":null},"PeriodicalIF":2.9,"publicationDate":"2024-09-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11412491/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142293492","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-09-19eCollection Date: 2024-01-01DOI: 10.1371/journal.pone.0310895
Elisabeth Klager, Anna Teufel, Magdalena Eitenberger, Nils Bukowski, Josef Michael Lintschinger, Valerie Manschein, Philipp Metelka, Harald Willschke, Eva Schaden, Christoph Frimmel, Reinhold Renner, Christina Hafner
Background: In times of demographic change and an immense shortage of qualified personnel in emergency medical services, telemedicine could offer more efficient solutions for better care. Given the community-based nature of emergency services, local communities play an important role. This study explored the expectations of healthcare professionals and volunteers for telemedicine tools in prehospital emergency medicine.
Methods: This mixed-methods study was conducted in the rural region of Burgenland in Austria with stakeholders of the local emergency medical service in two focus groups (13 participants) and 99 quantitative questionnaires.
Results: Combining quantitative and qualitative data, we found that a majority of respondents (almost 80%) already experienced basic telemedicine and consider it valuable. In particular, there is a strong expectation for diagnostic support and inquiries related to potential hospitalization. Findings from two focus groups emphasized the importance of cultivating an improved learning culture, developing a specific mindset, and refining soft skills. The optimal telemedicine solution includes a knowledgeable and experienced tele-emergency physician coupled with user-friendly technology.
Conclusion: To be clear about the expectations of stakeholders, it is essential to involve all stakeholders right from the beginning. The solution should prioritize the integration of existing structures and be seamlessly incorporated into an evolving learning culture, while also fostering the necessary mindsets alongside educational aspects.
{"title":"Expectations of healthcare professionals of community-based telemedicine in emergency medical service.","authors":"Elisabeth Klager, Anna Teufel, Magdalena Eitenberger, Nils Bukowski, Josef Michael Lintschinger, Valerie Manschein, Philipp Metelka, Harald Willschke, Eva Schaden, Christoph Frimmel, Reinhold Renner, Christina Hafner","doi":"10.1371/journal.pone.0310895","DOIUrl":"https://doi.org/10.1371/journal.pone.0310895","url":null,"abstract":"<p><strong>Background: </strong>In times of demographic change and an immense shortage of qualified personnel in emergency medical services, telemedicine could offer more efficient solutions for better care. Given the community-based nature of emergency services, local communities play an important role. This study explored the expectations of healthcare professionals and volunteers for telemedicine tools in prehospital emergency medicine.</p><p><strong>Methods: </strong>This mixed-methods study was conducted in the rural region of Burgenland in Austria with stakeholders of the local emergency medical service in two focus groups (13 participants) and 99 quantitative questionnaires.</p><p><strong>Results: </strong>Combining quantitative and qualitative data, we found that a majority of respondents (almost 80%) already experienced basic telemedicine and consider it valuable. In particular, there is a strong expectation for diagnostic support and inquiries related to potential hospitalization. Findings from two focus groups emphasized the importance of cultivating an improved learning culture, developing a specific mindset, and refining soft skills. The optimal telemedicine solution includes a knowledgeable and experienced tele-emergency physician coupled with user-friendly technology.</p><p><strong>Conclusion: </strong>To be clear about the expectations of stakeholders, it is essential to involve all stakeholders right from the beginning. The solution should prioritize the integration of existing structures and be seamlessly incorporated into an evolving learning culture, while also fostering the necessary mindsets alongside educational aspects.</p>","PeriodicalId":20189,"journal":{"name":"PLoS ONE","volume":null,"pages":null},"PeriodicalIF":2.9,"publicationDate":"2024-09-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11412670/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142293450","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-09-19eCollection Date: 2024-01-01DOI: 10.1371/journal.pone.0309743
Jian Yun, Xinyu Liu, Yusheng Lu, Jingdan Guan, Xinyang Liu
The unauthorized replication and distribution of digital images pose significant challenges to copyright protection. While existing solutions incorporate blockchain-based techniques such as perceptual hashing and digital watermarking, they lack large-scale experimental validation and a dedicated blockchain consensus protocol for image copyright management. This paper introduces DRPChain, a novel digital image copyright management system that addresses these issues. DRPChain employs an efficient cropping-resistant robust image hashing algorithm to defend against 14 common image attacks, demonstrating an 85% success rate in watermark extraction, 10% higher than the original scheme. Moreover, the paper designs the K-Raft consensus algorithm tailored for image copyright protection. Comparative experiments with Raft and benchmarking against PoW and PBFT algorithms show that K-Raft reduces block error rates by 2%, improves efficiency by 300ms compared to Raft, and exhibits superior efficiency,decentralization, and throughput compared to PoW and PBFT. These advantages make K-Raft more suitable for digital image copyright protection. This research contributes valuable insights into using blockchain technology for digital copyright protection, providing a solid foundation for future exploration.
{"title":"DRPChain: A new blockchain-based trusted DRM scheme for image content protection.","authors":"Jian Yun, Xinyu Liu, Yusheng Lu, Jingdan Guan, Xinyang Liu","doi":"10.1371/journal.pone.0309743","DOIUrl":"https://doi.org/10.1371/journal.pone.0309743","url":null,"abstract":"<p><p>The unauthorized replication and distribution of digital images pose significant challenges to copyright protection. While existing solutions incorporate blockchain-based techniques such as perceptual hashing and digital watermarking, they lack large-scale experimental validation and a dedicated blockchain consensus protocol for image copyright management. This paper introduces DRPChain, a novel digital image copyright management system that addresses these issues. DRPChain employs an efficient cropping-resistant robust image hashing algorithm to defend against 14 common image attacks, demonstrating an 85% success rate in watermark extraction, 10% higher than the original scheme. Moreover, the paper designs the K-Raft consensus algorithm tailored for image copyright protection. Comparative experiments with Raft and benchmarking against PoW and PBFT algorithms show that K-Raft reduces block error rates by 2%, improves efficiency by 300ms compared to Raft, and exhibits superior efficiency,decentralization, and throughput compared to PoW and PBFT. These advantages make K-Raft more suitable for digital image copyright protection. This research contributes valuable insights into using blockchain technology for digital copyright protection, providing a solid foundation for future exploration.</p>","PeriodicalId":20189,"journal":{"name":"PLoS ONE","volume":null,"pages":null},"PeriodicalIF":2.9,"publicationDate":"2024-09-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11412486/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142293420","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Short texts on social platforms often suffer from insufficient emotional semantic expressions, sparse features, and polysemy. To enhance the accuracy achieved by sentiment analysis for short texts, this paper proposes an emoji-based multifeature fusion sentiment analysis model (EMFSA). The model mines the sentiments of emojis, topics, and text features. Initially, a pretraining method for feature extraction is employed to enhance the semantic expressions of emotions in text by extracting contextual semantic information from emojis. Following this, a sentiment- and emoji-masked language model is designed to prioritize the masking of emojis and words with implicit sentiments, focusing on learning the emotional semantics contained in text. Additionally, we proposed a multifeature fusion method based on a cross-attention mechanism by determining the importance of each word in a text from a topic perspective. Next, this method is integrated with the original semantic information of emojis and the enhanced text features, attaining improved sentiment representation accuracy for short texts. Comparative experiments conducted with the state-of-the-art baseline methods on three public datasets demonstrate that the proposed model achieves accuracy improvements of 2.3%, 10.9%, and 2.7%, respectively, validating its effectiveness.
{"title":"EMFSA: Emoji-based multifeature fusion sentiment analysis.","authors":"Hongmei Tang, Wenzhong Tang, Dixiongxiao Zhu, Shuai Wang, Yanyang Wang, Lihong Wang","doi":"10.1371/journal.pone.0310715","DOIUrl":"https://doi.org/10.1371/journal.pone.0310715","url":null,"abstract":"<p><p>Short texts on social platforms often suffer from insufficient emotional semantic expressions, sparse features, and polysemy. To enhance the accuracy achieved by sentiment analysis for short texts, this paper proposes an emoji-based multifeature fusion sentiment analysis model (EMFSA). The model mines the sentiments of emojis, topics, and text features. Initially, a pretraining method for feature extraction is employed to enhance the semantic expressions of emotions in text by extracting contextual semantic information from emojis. Following this, a sentiment- and emoji-masked language model is designed to prioritize the masking of emojis and words with implicit sentiments, focusing on learning the emotional semantics contained in text. Additionally, we proposed a multifeature fusion method based on a cross-attention mechanism by determining the importance of each word in a text from a topic perspective. Next, this method is integrated with the original semantic information of emojis and the enhanced text features, attaining improved sentiment representation accuracy for short texts. Comparative experiments conducted with the state-of-the-art baseline methods on three public datasets demonstrate that the proposed model achieves accuracy improvements of 2.3%, 10.9%, and 2.7%, respectively, validating its effectiveness.</p>","PeriodicalId":20189,"journal":{"name":"PLoS ONE","volume":null,"pages":null},"PeriodicalIF":2.9,"publicationDate":"2024-09-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11412488/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142293438","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-09-19eCollection Date: 2024-01-01DOI: 10.1371/journal.pone.0310849
Sunita Poudyal, Kalpana Sharma, Hem Kumari Subba, Ramesh Subba
Background: Older people are vulnerable to various psycho-social problems such as depression, anxiety, insomnia, dementia, and loneliness that have profound impact on overall health and their quality of life and higher use of health services. Prevention and treatment of psychological problems in this risk group is critical for improving their quality of life.
Objective: This study aimed to find out the psycho-social problems among older people residing in community.
Methods: The study was a cross-sectional study design and 388 older people aged 65 years and above residing in different wards of Bharatpur Metropolitan city were selected using probability simple random sampling technique. Data were collected using interview schedule containing geriatric depression scale-15; Geriatric anxiety scale-10, University of California Loss Angels Loneliness Scale (UCLA-20), Anthens Insomnia Scale and Mini-Cog Test. Obtained data were analyzed in SPSS version 20 for windows. Chi-square test was applied to measure the association between psychosocial problems and selected variables.
Result: Findings of the study revealed that the mean age (± SD) of respondents was 72.92 (±7.12) years. Almost all (93.6%) older people had full functioning of activity of daily living and two third (66.5%) had other co-morbid conditions. More than two third (67.0%) of older adults had depression, 60.3% had anxiety, 53.6% had moderate to high level loneliness, 47.2% had insomnia, and 33.3% had dementia. Age, functional dependency, sex, co-morbidity, financial dependence, education and occupation were significantly associated with the psychosocial problems among older people.
Conclusion and recommendation: Psychosocial problems are common among older people residing in community of Chitwan. Hence, there is need to develop and implement health care strategy by local health care planner to prevent, treat and manage the psychosocial problems among this risk groups. Further, health care providers working in geriatric problems or psychosocial health need to conduct regular screening programs for the early diagnosis and treatment of these problems.
{"title":"Psycho-social problems among older people residing in community of Chitwan, Nepal-A cross-sectional study.","authors":"Sunita Poudyal, Kalpana Sharma, Hem Kumari Subba, Ramesh Subba","doi":"10.1371/journal.pone.0310849","DOIUrl":"https://doi.org/10.1371/journal.pone.0310849","url":null,"abstract":"<p><strong>Background: </strong>Older people are vulnerable to various psycho-social problems such as depression, anxiety, insomnia, dementia, and loneliness that have profound impact on overall health and their quality of life and higher use of health services. Prevention and treatment of psychological problems in this risk group is critical for improving their quality of life.</p><p><strong>Objective: </strong>This study aimed to find out the psycho-social problems among older people residing in community.</p><p><strong>Methods: </strong>The study was a cross-sectional study design and 388 older people aged 65 years and above residing in different wards of Bharatpur Metropolitan city were selected using probability simple random sampling technique. Data were collected using interview schedule containing geriatric depression scale-15; Geriatric anxiety scale-10, University of California Loss Angels Loneliness Scale (UCLA-20), Anthens Insomnia Scale and Mini-Cog Test. Obtained data were analyzed in SPSS version 20 for windows. Chi-square test was applied to measure the association between psychosocial problems and selected variables.</p><p><strong>Result: </strong>Findings of the study revealed that the mean age (± SD) of respondents was 72.92 (±7.12) years. Almost all (93.6%) older people had full functioning of activity of daily living and two third (66.5%) had other co-morbid conditions. More than two third (67.0%) of older adults had depression, 60.3% had anxiety, 53.6% had moderate to high level loneliness, 47.2% had insomnia, and 33.3% had dementia. Age, functional dependency, sex, co-morbidity, financial dependence, education and occupation were significantly associated with the psychosocial problems among older people.</p><p><strong>Conclusion and recommendation: </strong>Psychosocial problems are common among older people residing in community of Chitwan. Hence, there is need to develop and implement health care strategy by local health care planner to prevent, treat and manage the psychosocial problems among this risk groups. Further, health care providers working in geriatric problems or psychosocial health need to conduct regular screening programs for the early diagnosis and treatment of these problems.</p>","PeriodicalId":20189,"journal":{"name":"PLoS ONE","volume":null,"pages":null},"PeriodicalIF":2.9,"publicationDate":"2024-09-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11412642/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142293594","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-09-19eCollection Date: 2024-01-01DOI: 10.1371/journal.pone.0308549
Nan Jiang, Kok Wei Khong, Mobai Chen, Kim Leng Khoo, Jesrina Ann Xavier, Manimekalai Jambulingam
This study investigates the determinants of the obsessive view of mukbang autonomous sensory meridian response (Mukbang ASMR) and examines the moderation role of intertemporal choice and the mediating effect of mediated voyeurism among university students in Malaysia. A quantitative survey was conducted with 408 university students in Malaysia who viewed mukbang channel(s) often on social media. PLS-SEM is adopted to examine the associated paths and effects. The results demonstrate the significant impact of alienation and novelty, vicarious satisfaction, companionship and loneliness on mukbang ASMR obsession. Mediated voyeurism intervenes the effects of alienation and novelty on mukbang ASMR and intertemporal choice positively moderates the relationship between companionship and loneliness and mukbang ASMR. This study constructs a model to estimate Mukbang ASMR obsession by identifying specific motives and relationships among key factors, highlighting loneliness as the most effective determinant of mukbang ASMR among Malaysian younger generation. Research results provide an extended understanding of the mukbang ASMR, offering valuable insights in the areas of lifestyle, social well-being, and social media consumption.
{"title":"Why am I obsessed with viewing mukbang ASMR? The roles of mediated voyeurism and intertemporal choice.","authors":"Nan Jiang, Kok Wei Khong, Mobai Chen, Kim Leng Khoo, Jesrina Ann Xavier, Manimekalai Jambulingam","doi":"10.1371/journal.pone.0308549","DOIUrl":"https://doi.org/10.1371/journal.pone.0308549","url":null,"abstract":"<p><p>This study investigates the determinants of the obsessive view of mukbang autonomous sensory meridian response (Mukbang ASMR) and examines the moderation role of intertemporal choice and the mediating effect of mediated voyeurism among university students in Malaysia. A quantitative survey was conducted with 408 university students in Malaysia who viewed mukbang channel(s) often on social media. PLS-SEM is adopted to examine the associated paths and effects. The results demonstrate the significant impact of alienation and novelty, vicarious satisfaction, companionship and loneliness on mukbang ASMR obsession. Mediated voyeurism intervenes the effects of alienation and novelty on mukbang ASMR and intertemporal choice positively moderates the relationship between companionship and loneliness and mukbang ASMR. This study constructs a model to estimate Mukbang ASMR obsession by identifying specific motives and relationships among key factors, highlighting loneliness as the most effective determinant of mukbang ASMR among Malaysian younger generation. Research results provide an extended understanding of the mukbang ASMR, offering valuable insights in the areas of lifestyle, social well-being, and social media consumption.</p>","PeriodicalId":20189,"journal":{"name":"PLoS ONE","volume":null,"pages":null},"PeriodicalIF":2.9,"publicationDate":"2024-09-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11412535/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142293688","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}