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27 pages, 4379 KB  
Article
The Engawa as Spatial Mediator: Transformation of Design Mechanisms in Japanese Teahouses
by Zhaoyang Hou, Shuai Kong, Yuzhe Wang and Qi An
Buildings 2026, 16(6), 1113; https://doi.org/10.3390/buildings16061113 - 11 Mar 2026
Viewed by 1163
Abstract
The engawa, a threshold space in traditional Japanese architecture, has been widely cited as the archetypal manifestation of Kurokawa’s grey space theory. However, prevailing interpretations treat it as a static prototype, overlooking the transformation of its spatial mechanisms across history. The present [...] Read more.
The engawa, a threshold space in traditional Japanese architecture, has been widely cited as the archetypal manifestation of Kurokawa’s grey space theory. However, prevailing interpretations treat it as a static prototype, overlooking the transformation of its spatial mechanisms across history. The present study addresses this lacuna through a comparative case analysis of three representative teahouses. The following three styles are examined in this study: the sixteenth-century sōan style, the early seventeenth-century samurai style, and the early seventeenth-century shoin-zukuri style. The evolution of the engawa’s mediating function is traced through these three styles. An analytical framework comprising five dimensions—boundary permeability, sequential flow, material tactility, integration of natural elements, and visual transparency—is applied consistently across all cases. The analysis demonstrates a discernible evolutionary trajectory, commencing with an inwardly contracting spiritual threshold in Myōki-an, progressing to an outwardly differentiating social interface in ma, and culminating in a meticulously crafted aesthetic artefact in Mittan. The present findings demonstrate that the engawa is not a fixed spatial prototype but rather a dynamic mediator whose form adapts to shifting social, cultural, and spiritual demands. The study posits that the essence of intermediary space does not lie in any specific configuration, but rather in its capacity to mediate between opposing realms, including self and nature, individual and society, and function and beauty. This reinterpretation provides a theoretical foundation for contemporary architectural practice, proposing that designers should prioritize diagnosing the relational challenges that intermediary spaces are designed to address, as opposed to merely imitating historical forms. Full article
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23 pages, 10369 KB  
Article
YOLOv8-SAMURAI: A Hybrid Tracking Framework for Ladder Worker Safety Monitoring in Occlusion Scenarios
by Sangyoon Yun and Hyunsoo Kim
Buildings 2025, 15(11), 1836; https://doi.org/10.3390/buildings15111836 - 27 May 2025
Cited by 1 | Viewed by 2478
Abstract
Monitoring worker safety during ladder operations at construction sites is challenging due to occlusion, where workers are partially or fully obscured by objects or other workers, and overlapping, which makes individual tracking difficult. Traditional object detection models, such as YOLOv8, struggle to maintain [...] Read more.
Monitoring worker safety during ladder operations at construction sites is challenging due to occlusion, where workers are partially or fully obscured by objects or other workers, and overlapping, which makes individual tracking difficult. Traditional object detection models, such as YOLOv8, struggle to maintain tracking continuity under these conditions. To address this, we propose an integrated framework combining YOLOv8 for initial object detection and the SAMURAI tracking algorithm for enhanced occlusion handling. The system was evaluated across four occlusion scenarios: non-occlusion, minor occlusion, major occlusion, and multiple worker overlap. The results indicate that, while YOLOv8 performs well in non-occluded conditions, the tracking accuracy declines significantly under severe occlusions. The integration of SAMURAI improves tracking stability, object identity preservation, and robustness against occlusion. In particular, SAMURAI achieved a tracking success rate of 94.8% under major occlusion and 91.2% in multiple worker overlap scenarios—substantially outperforming YOLOv8 alone in maintaining tracking continuity. This study demonstrates that the YOLOv8-SAMURAI framework provides a reliable solution for real-time safety monitoring in complex construction environments, offering a foundation for improved compliance monitoring and risk mitigation. Full article
(This article belongs to the Special Issue Automation and Robotics in Building Design and Construction)
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21 pages, 14544 KB  
Article
Occlusion-Aware Worker Detection in Masonry Work: Performance Evaluation of YOLOv8 and SAMURAI
by Seonjun Yoon and Hyunsoo Kim
Appl. Sci. 2025, 15(7), 3991; https://doi.org/10.3390/app15073991 - 4 Apr 2025
Cited by 4 | Viewed by 2338
Abstract
This study evaluates the performance of You Only Look Once version 8 (YOLOv8) and a SAM-based unified and robust zero-shot visual tracker with motion-aware instance-level memory (SAMURAI) for worker detection in masonry construction environments under varying occlusion conditions. Computer vision-based monitoring systems are [...] Read more.
This study evaluates the performance of You Only Look Once version 8 (YOLOv8) and a SAM-based unified and robust zero-shot visual tracker with motion-aware instance-level memory (SAMURAI) for worker detection in masonry construction environments under varying occlusion conditions. Computer vision-based monitoring systems are widely used in construction, but traditional object detection models struggle with occlusion, limiting their effectiveness in real-world applications. The research employed a structured experimental framework to assess both models in brick transportation and brick laying tasks across three occlusion levels: non-occlusion, partial occlusion, and severe occlusion. Results demonstrate that while YOLOv8 processes frames 2.5 to 3.5 times faster (28–32 FPS versus 9–12 FPS), SAMURAI maintains significantly higher detection accuracy, particularly under severe occlusion conditions (92.67% versus 52.67%). YOLOv8’s frame-by-frame processing results in substantial performance degradation as occlusion severity increases, whereas SAMURAI’s memory-based tracking mechanism enables persistent worker identification across frames. This comparative analysis provides valuable insights for selecting appropriate monitoring technologies based on specific construction site requirements. YOLOv8 is suitable for construction environments characterized by minimal occlusions and a high demand for real-time detection, whereas SAMURAI is more applicable to scenarios with frequent and severe occlusions that require the sustained tracking of worker activity. The selection of an appropriate model should be based on an initial assessment of environmental factors such as layout complexity, object density, and expected occlusion frequency. The findings contribute to the advancement of more reliable vision-based monitoring systems for enhancing productivity assessment and safety management in dynamic construction settings. Full article
(This article belongs to the Section Civil Engineering)
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26 pages, 17005 KB  
Article
When the Buddha Came to Nagoya: Immersive Reading in Kōriki Enkōan’s Illustrated Accounts of Traveling Temple Exhibitions
by Daniel Borengasser
Arts 2025, 14(2), 29; https://doi.org/10.3390/arts14020029 - 6 Mar 2025
Viewed by 3298
Abstract
The illustrated books of Kōriki Enkōan (1756–1831), a samurai and amateur illustrator from Owari domain, offer a unique window into the culture of spectacle and display that flourished in late Edo-period Japan. Included in his corpus are several manuscripts that document kaichō, [...] Read more.
The illustrated books of Kōriki Enkōan (1756–1831), a samurai and amateur illustrator from Owari domain, offer a unique window into the culture of spectacle and display that flourished in late Edo-period Japan. Included in his corpus are several manuscripts that document kaichō, public exhibitions of sacred icons and temple treasures hosted by Buddhist temples and other venues. While most studies of kaichō emphasize their popularity in the capital of Edo, this article focuses on Enkōan’s illustrated manuscript of an exhibition of the famous Seiryōji Shaka that was held in Nagoya in 1819. Situating the event and its visual documentation within the statue’s legendary history as a traveling icon, the study explores how Enkōan’s careful manipulation of text and image created an immersive reading experience that allowed its readers a kind of virtual access to the exhibition. Considering the author’s position within the contemporary social hierarchy, it also addresses the role that samurai values may have played in shaping the representation of kaichō and illuminates its intersections with urban spectacle and emerging exhibition practices in early modern Japan. Full article
(This article belongs to the Special Issue Japanese Buddhist Art of the 19th–21st Centuries)
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14 pages, 224 KB  
Article
The Evolution of Warfare and Weapons in Japan, 792–1392
by Sean O’Reilly
Histories 2024, 4(1), 24-37; https://doi.org/10.3390/histories4010002 - 16 Jan 2024
Viewed by 23770
Abstract
The fearsome Japanese samurai, a legendary figure whose primary attribute was loyalty or honor, needs no introduction. He is strongly associated with the equally famous katana. The popular image of the samurai probably would appear wearing armor but certainly does not carry a [...] Read more.
The fearsome Japanese samurai, a legendary figure whose primary attribute was loyalty or honor, needs no introduction. He is strongly associated with the equally famous katana. The popular image of the samurai probably would appear wearing armor but certainly does not carry a shield. This figure, many assume, must have dominated medieval Japan. Yet is this samurai image accurate? Can it withstand sustained scrutiny? What was Japanese warfare really like 1000 years ago? In this article, I evaluate the key sources on medieval warfare in Japan, identifying the contributions of each and pointing out some methodological problems they face. The most prominent casualty of this synthetic analysis is the pop culture image of the heroic and honorable sword-wielding samurai. Full article
(This article belongs to the Section Cultural History)
12 pages, 243 KB  
Article
The Western as a Genre of Cultural Mobility
by Martin Holtz
Humanities 2024, 13(1), 7; https://doi.org/10.3390/h13010007 - 27 Dec 2023
Cited by 1 | Viewed by 7708
Abstract
The Western is, in many respects, the essential American film genre, “a cornerstone of American identity” (Kitses). Yet, despite its distinctly American character, the genre has exerted a fascination all over the world. This contribution examines the Western as a site of transnational [...] Read more.
The Western is, in many respects, the essential American film genre, “a cornerstone of American identity” (Kitses). Yet, despite its distinctly American character, the genre has exerted a fascination all over the world. This contribution examines the Western as a site of transnational cultural exchange and as an illustration of what Stephen Greenblatt calls cultural mobility. In the work of Akira Kurosawa’s Seven Samurai (1954) and Yojimbo (1961), Western elements are evoked, which provide complex comments on the influence of American culture on Japan in the post-WWII years. While Seven Samurai appears to embrace the promise of class eradication as a result of Westernization, its American remake The Magnificent Seven (1960) shows a particular fascination for the decidedly Japanese aspects of the material, namely the idea of a warrior class dissociated from society. The Italian remake of Yojimbo, Fistful of Dollars (1964), shows how the Western can function not only as an external comment on American culture, in its cynical redefinition of the cowboy hero, but also as an amalgam of cultural practices and symbols, reaching from Japanese samurai codes to Christian Catholic redeemer imagery, that through their stylization expose the performativity of culture as such. Full article
(This article belongs to the Section Film, Television, and Media Studies in the Humanities)
26 pages, 5854 KB  
Data Descriptor
Expert-Annotated Dataset to Study Cyberbullying in Polish Language
by Michal Ptaszynski, Agata Pieciukiewicz, Pawel Dybala, Pawel Skrzek, Kamil Soliwoda, Marcin Fortuna, Gniewosz Leliwa and Michal Wroczynski
Data 2024, 9(1), 1; https://doi.org/10.3390/data9010001 - 20 Dec 2023
Cited by 9 | Viewed by 5667
Abstract
We introduce the first dataset of harmful and offensive language collected from the Polish Internet. This dataset was meticulously curated to facilitate the exploration of harmful online phenomena such as cyberbullying and hate speech, which have exhibited a significant surge both within the [...] Read more.
We introduce the first dataset of harmful and offensive language collected from the Polish Internet. This dataset was meticulously curated to facilitate the exploration of harmful online phenomena such as cyberbullying and hate speech, which have exhibited a significant surge both within the Polish Internet as well as globally. The dataset was systematically collected and then annotated using two approaches. First, it was annotated by two proficient layperson volunteers, operating under the guidance of a specialist in the language of cyberbullying and hate speech. To enhance the precision of the annotations, a secondary round of annotations was carried out by a team of adept annotators with specialized long-term expertise in cyberbullying and hate speech annotations. This second phase was further overseen by an experienced annotator, acting as a super-annotator. In its initial application, the dataset was leveraged for the categorization of cyberbullying instances in the Polish language. Specifically, the dataset serves as the foundation for two distinct tasks: (1) a binary classification that segregates harmful and non-harmful messages and (2) a multi-class classification that distinguishes between two variations of harmful content (cyberbullying and hate speech), as well as a non-harmful category. Alongside the dataset itself, we also provide the models that showed satisfying classification performance. These models are made accessible for third-party use in constructing cyberbullying prevention systems. Full article
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18 pages, 4411 KB  
Article
Agronomic and Physiological Traits Response of Three Tropical Sorghum (Sorghum bicolor L.) Cultivars to Drought and Salinity
by Elvira Sari Dewi, Issaka Abdulai, Gennady Bracho-Mujica, Mercy Appiah and Reimund P. Rötter
Agronomy 2023, 13(11), 2788; https://doi.org/10.3390/agronomy13112788 - 9 Nov 2023
Cited by 15 | Viewed by 5107
Abstract
Sorghum holds the potential for enhancing food security, yet the impact of the interplay of water stress and salinity on its growth and productivity remains unclear. To address this, we studied how drought and salinity affect physiological traits, water use, biomass, and yield [...] Read more.
Sorghum holds the potential for enhancing food security, yet the impact of the interplay of water stress and salinity on its growth and productivity remains unclear. To address this, we studied how drought and salinity affect physiological traits, water use, biomass, and yield in different tropical sorghum varieties, utilizing a functional phenotyping platform, Plantarray. Cultivars (Kuali, Numbu, Samurai2) were grown under moderate and high salinity, with drought exposure at booting stage. Results showed that Samurai2 had the most significant transpiration reduction under moderate and high salt (36% and 48%) versus Kuali (22% and 42%) and Numbu (19% and 16%). Numbu reduced canopy conductance (25% and 15%) the most compared to Samurai2 (22% and 33%) and Kuali (8% and 35%). In the drought*salinity treatment, transpiration reduction was substantial for Kuali (54% and 57%), Samurai2 (45% and 60%), and Numbu (29% and 26%). Kuali reduced canopy conductance (36% and 53%) more than Numbu (36% and 25%) and Samurai2 (33% and 49%). Biomass, grain yield, and a-100 grain weight declined in all cultivars under both salinity and drought*salinity, and Samurai2 was most significantly affected. WUEbiomass significantly increased under drought*salinity. Samurai2 showed reduced WUEgrain under drought*salinity, unlike Kuali and Numbu, suggesting complex interactions between water limitation and salinity in tropical sorghum. Full article
(This article belongs to the Special Issue Novel Insights into Abiotic Stress Tolerance of Crops)
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24 pages, 15622 KB  
Article
Historical Silk: A Novel Method to Evaluate Degumming with Non-Invasive Infrared Spectroscopy and Spectral Deconvolution
by Ludovico Geminiani, Francesco Paolo Campione, Carmen Canevali, Cristina Corti, Barbara Giussani, Giulia Gorla, Moira Luraschi, Sandro Recchia and Laura Rampazzi
Materials 2023, 16(5), 1819; https://doi.org/10.3390/ma16051819 - 22 Feb 2023
Cited by 17 | Viewed by 6072
Abstract
To correctly manage a collection of historical silks, it is important to detect if the yarn has been originally subjected to degumming. This process is generally applied to eliminate sericin; the obtained fiber is named soft silk, in contrast with hard silk which [...] Read more.
To correctly manage a collection of historical silks, it is important to detect if the yarn has been originally subjected to degumming. This process is generally applied to eliminate sericin; the obtained fiber is named soft silk, in contrast with hard silk which is unprocessed. The distinction between hard and soft silk gives both historical information and useful indications for informed conservation. With this aim, 32 samples of silk textiles from traditional Japanese samurai armors (15th–20th century) were characterized in a non-invasive way. ATR-FTIR spectroscopy has been previously used to detect hard silk, but data interpretation is challenging. To overcome this difficulty, an innovative analytical protocol based on external reflection FTIR (ER-FTIR) spectroscopy was employed, coupled with spectral deconvolution and multivariate data analysis. The ER-FTIR technique is rapid, portable, and widely employed in the cultural heritage field, but rarely applied to the study of textiles. The ER-FTIR band assignment for silk was discussed for the first time. Then, the evaluation of the OH stretching signals allowed for a reliable distinction between hard and soft silk. Such an innovative point of view, which exploits a “weakness” of FTIR spectroscopy—the strong absorption from water molecules—to indirectly obtain the results, can have industrial applications too. Full article
(This article belongs to the Topic Advances in Non-Destructive Testing Methods)
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26 pages, 17896 KB  
Article
Differentiating between Natural and Modified Cellulosic Fibres Using ATR-FTIR Spectroscopy
by Ludovico Geminiani, Francesco Paolo Campione, Cristina Corti, Moira Luraschi, Sila Motella, Sandro Recchia and Laura Rampazzi
Heritage 2022, 5(4), 4114-4139; https://doi.org/10.3390/heritage5040213 - 13 Dec 2022
Cited by 84 | Viewed by 13093
Abstract
This paper presents the limitations and potential of ATR-FTIR spectroscopy applied to the study of cellulosic textile collections. The technique helps to differentiate natural fibres according to the content of lignin, pectin, hemicellulose, and wax, although some problematic issues should be considered. The [...] Read more.
This paper presents the limitations and potential of ATR-FTIR spectroscopy applied to the study of cellulosic textile collections. The technique helps to differentiate natural fibres according to the content of lignin, pectin, hemicellulose, and wax, although some problematic issues should be considered. The spectral differences derived from the environmental humidity uptake and the plant composition are reviewed and discussed in the light of new experimental data. Diagnostic bands are proposed that can discriminate between different fibres from different plants. The contribution of ageing is also considered, demonstrating that sometimes aged fibres cannot be reliably recognised. In contrast, the potential of ATR-FTIR spectroscopy to discriminate between natural and modified fibres is discussed and proven. The best results were obtained when microinvasive ATR-FTIR spectroscopy was coupled with SEM observations. The proposed protocol was tested on microsamples of various cellulosic materials from traditional Japanese samurai armours dating from the 16th to the 20th centuries (Morigi Collection, Museo delle Culture, Lugano, Switzerland). The results facilitated a complete characterisation of the materials and demonstrated that the protocol can be used to study a wide variety of cellulosic materials, including both natural and man-modified fibres, and paper. Full article
(This article belongs to the Section Cultural Heritage)
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13 pages, 1294 KB  
Article
Pion Productions with Isospin-Dependent In-Medium Cross Sections
by Myungkuk Kim, Youngman Kim, Sangyong Jeon and Chang-Hwan Lee
Universe 2022, 8(11), 564; https://doi.org/10.3390/universe8110564 - 27 Oct 2022
Cited by 2 | Viewed by 2174
Abstract
Total pion yields and π/π+ ratios in two Sn+Sn collision systems, 132Sn+124Sn (neutron rich) and 108Sn+112Sn (neutron poor) at E=270A MeV, are significant observables in SAMURAI Pion-Reconstruction and Ion-Tracker (S [...] Read more.
Total pion yields and π/π+ ratios in two Sn+Sn collision systems, 132Sn+124Sn (neutron rich) and 108Sn+112Sn (neutron poor) at E=270A MeV, are significant observables in SAMURAI Pion-Reconstruction and Ion-Tracker (SπRIT) experiments. Based on a recently developed transport model, DaeJeon Boltzmann–Uehling–Uhlenbeck (DJBUU), we investigate the isospin-dependent inmedium effects by including density- and isospin-dependent cross sections for Δ baryon productions. We compare our results with the SπRIT data by considering these effects. We find that the yields as well as the ratios strongly depend on the in-medium effect, especially isospin-dependent in-medium cross sections for Δ resonances. Full article
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10 pages, 2049 KB  
Article
Samurai in Japan: Class System-Related Morphological Differences in Maxillofacial Regions in the Edo Period
by Masako Kawada, Yasuhiro Shimizu, Eisaku Kanazawa and Takashi Ono
Int. J. Environ. Res. Public Health 2022, 19(15), 9182; https://doi.org/10.3390/ijerph19159182 - 27 Jul 2022
Viewed by 4102
Abstract
Previous studies have reported that compared to commoners in Japan’s Edo period, samurai had long heads, more dental irregularities, and slightly worn teeth. However, these studies did not measure the mandible or only measured length. Angular analysis is essential to evaluate the maxillofacial [...] Read more.
Previous studies have reported that compared to commoners in Japan’s Edo period, samurai had long heads, more dental irregularities, and slightly worn teeth. However, these studies did not measure the mandible or only measured length. Angular analysis is essential to evaluate the maxillofacial morphology, but there are no comparative studies of samurai and commoners. This study explored the differences in maxillofacial morphology between samurai and commoners in the Edo period. Thirty male skeletons (samurai) and thirty-eight male skeletons (commoners) were used as materials from the National Museum of Nature and Science. The selected specimens were adults aged between 20 and 59 years without serious skeletal damage and with stable occlusion of the molars. We used three-dimensional scanning to measure the specimens’ skeletal, alveolar, and facial widths. The mandibular plane angle and the gonial angle were significantly larger in the samurai than in the commoners. The ratio of the intermandibular first molars, interzygomatic arch, and mandibular width was significantly shorter in the samurai than in the commoners. The samurai had a high angle tendency and smaller mandibular width than the commoners, reflecting the class system. Full article
(This article belongs to the Special Issue Perspectives on Social and Environmental Determinants of Oral Health)
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8 pages, 1994 KB  
Review
Anatomical Proposal for Botulinum Neurotoxin Injection for Glabellar Frown Lines
by Kyu-Ho Yi, Ji-Hyun Lee, Hye-Won Hu and Hee-Jin Kim
Toxins 2022, 14(4), 268; https://doi.org/10.3390/toxins14040268 - 10 Apr 2022
Cited by 53 | Viewed by 15080
Abstract
Botulinum neurotoxin injection for treating glabellar frown lines is a commonly used method; however, side effects, such as ptosis and samurai eyebrow, have been reported due to a lack of comprehensive anatomical knowledge. The anatomical factors important for the injection of the botulinum [...] Read more.
Botulinum neurotoxin injection for treating glabellar frown lines is a commonly used method; however, side effects, such as ptosis and samurai eyebrow, have been reported due to a lack of comprehensive anatomical knowledge. The anatomical factors important for the injection of the botulinum neurotoxin into the corrugator supercilii muscle has been reviewed in this study. Current understanding on the localization of the botulinum neurotoxin injection point from newer anatomy examination was evaluated. We observed that for the glabellar-frown-line-related muscles, the injection point could be more accurately demarcated. We propose the injection method and the best possible injection sites for the corrugator supercilii muscle. We propose the optimal injection sites using external anatomical landmarks for the frequently injected muscles of the face to accelerate effective glabellar frown line removal. Moreover, these instructions would support a more accurate procedure without adverse events. Full article
(This article belongs to the Special Issue Clinical Application of Botulinum Toxin)
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9 pages, 1492 KB  
Article
Invasion of the Land of Samurai: Potential Spread of Old-World Screwworm to Japan under Climate Change
by Eslam M. Hosni, Mohamed Nasser, Areej A. Al-Khalaf, Kholoud A. Al-Shammery, Sara Al-Ashaal and Doaa Soliman
Diversity 2022, 14(2), 99; https://doi.org/10.3390/d14020099 - 30 Jan 2022
Cited by 20 | Viewed by 4788
Abstract
Temperatures have fluctuated dramatically throughout our planet’s long history, and in recent decades, global warming has become a more visible indicator of climate change. Climate change has several effects on different economic sectors, especially the livestock industry. The Old-world screwworm (OWS), Chrysomya bezziana [...] Read more.
Temperatures have fluctuated dramatically throughout our planet’s long history, and in recent decades, global warming has become a more visible indicator of climate change. Climate change has several effects on different economic sectors, especially the livestock industry. The Old-world screwworm (OWS), Chrysomya bezziana (Villeneuve, 1914), is one of the most destructive insect pests which is invading new regions as a result of climate change. The economic loss in livestock business due to invasion of OWS was previously assessed by FAO in Iraq to be USD 8,555,000. Other areas at risk of invasion with OWS in the future include Japan. Therefore, maximum entropy implemented in MaxEnt was used to model predictive risk maps of OWS invasion to Japan based on two representative concentration pathways (RCPs), 2.6 and 8.5, for 2050 and 2070. The Area Under Curve (AUC) indicates high model performance, with a value equal to 0.89 (±0.001). In addition, the True Skill Statistics (TSS) value was equal to 0.7. The resulting models indicate the unsuitability of the northern territory of Japan for invasion by OWS. The main island’s southern costs show high and very high invasion suitability, respectively, and both Kyushu and Okinawa are at high risk of invasion with OWS. The predicted risk maps can be considered a warning sign for the Japanese quarantine authority to hasten a control program in order to protect the livestock industry from this devastating pest. Full article
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49 pages, 1091 KB  
Article
Looking for Razors and Needles in a Haystack: Multifaceted Analysis of Suicidal Declarations on Social Media—A Pragmalinguistic Approach
by Michal Ptaszynski, Monika Zasko-Zielinska, Michal Marcinczuk, Gniewosz Leliwa, Marcin Fortuna, Kamil Soliwoda, Ida Dziublewska, Olimpia Hubert, Pawel Skrzek, Jan Piesiewicz, Paula Karbowska, Maria Dowgiallo, Juuso Eronen, Patrycja Tempska, Maciej Brochocki, Marek Godny and Michal Wroczynski
Int. J. Environ. Res. Public Health 2021, 18(22), 11759; https://doi.org/10.3390/ijerph182211759 - 9 Nov 2021
Cited by 12 | Viewed by 9460
Abstract
In this paper, we study language used by suicidal users on Reddit social media platform. To do that, we firstly collect a large-scale dataset of Reddit posts and annotate it with highly trained and expert annotators under a rigorous annotation scheme. Next, we [...] Read more.
In this paper, we study language used by suicidal users on Reddit social media platform. To do that, we firstly collect a large-scale dataset of Reddit posts and annotate it with highly trained and expert annotators under a rigorous annotation scheme. Next, we perform a multifaceted analysis of the dataset, including: (1) the analysis of user activity before and after posting a suicidal message, and (2) a pragmalinguistic study on the vocabulary used by suicidal users. In the second part of the analysis, we apply LIWC, a dictionary-based toolset widely used in psychology and linguistic research, which provides a wide range of linguistic category annotations on text. However, since raw LIWC scores are not sufficiently reliable, or informative, we propose a procedure to decrease the possibility of unreliable and misleading LIWC scores leading to misleading conclusions by analyzing not each category separately, but in pairs with other categories. The analysis of the results supported the validity of the proposed approach by revealing a number of valuable information on the vocabulary used by suicidal users and helped to pin-point false predictors. For example, we were able to specify that death-related words, typically associated with suicidal posts in the majority of the literature, become false predictors, when they co-occur with apostrophes, even in high-risk subreddits. On the other hand, the category-pair based disambiguation helped to specify that death becomes a predictor only when co-occurring with future-focused language, informal language, discrepancy, or 1st person pronouns. The promising applicability of the approach was additionally analyzed for its limitations, where we found out that although LIWC is a useful and easily applicable tool, the lack of any contextual processing makes it unsuitable for application in psychological and linguistic studies. We conclude that disadvantages of LIWC can be easily overcome by creating a number of high-performance AI-based classifiers trained for annotation of similar categories as LIWC, which we plan to pursue in future work. Full article
(This article belongs to the Special Issue Understanding and Prevention of Suicide)
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