Rethinking semi-supervised medical image segmentation: a variance-reduction perspective by You, C, Dai, W, Min, Y, Liu, F, Clifton, DA, Zhou, SK, Staib, L, Duncan, JS

“…Finally, we experimentally validate our approaches on eight benchmarks, i.e., five 2D/3D medical and three semantic segmentation datasets, with different label settings, and our methods consistently outperform state-of-the-art semi-supervised methods. …”

Sleep and circadian difficulties in schizophrenia: presentations, understanding, and treatment by Freeman, D, Waite, F

“…We describe in this article how the complex presentation of nonrespiratory sleep difficulties arises from variation across five factors: timing, mental state, need for sleep, self-care, and environment. …”

Can biosecurity on farms reduce bovine tuberculosis risks in cattle in England? a review of observational and literature-based evidence by Voller, C, Perrin, LD, Gibbens, JC, Delahay, RJ, Heasman, L, Vial, F, Prosser, A, Heard, J, Robertson, A, Brunton, L, Enticott, G, Donnelly, C, Downs, SH

“…</p> <br> <p><strong>Results:</strong> Thirty-three papers with 117 effect estimates met the inclusion criteria and were grouped according to a five-point biosecurity plan. There was consistent evidence for lower TB risk from reducing contact with neighbouring herds and from preventing cattle at higher TB risk entering herds. …”

A Multi-satellite Perspective on “Hot Tower” Characteristics in the Equatorial Trough Zone by Pilewskie, J, Stephens, G, Takahashi, H, L’Ecuyer, T

“…Convective objects that contain hot towers frequently contain multiple cores, and the largest systems with five or more distinct cores most frequently occur in regions where organized mesoscale convective systems and the highest climatological mean rain rates are known to occur. …”

From mechanisms to future therapy: a synopsis of isolated REM sleep behavior disorder as early synuclein-related disease by Stefani, A, Antelmi, E, Arnaldi, D, Arnulf, I, During, E, Högl, B, Hu, MMT, Iranzo, A, Luke, R, Peever, J, Postuma, RB, Videnovic, A, Gan-Or, Z

“…A genome-wide association study identified five loci, which all seem to revolve around the GBA1 pathway. iRBD patients often show subtle motor, cognitive, autonomic and/or sensory signs, neuroimaging alterations as well as biofluid and tissue markers of neurodegeneration (in particular pathologic α-synuclein aggregates), which can be useful for risk stratification. …”

Bibliometric analysis of global media representations of marginalized groups by Li, Caiwei, Mohd. Nor Shahizan Ali, Ammar Redza Ahmad Rizal, Xu, Jingwen

“…The frequent occurrence of keywords highlights a strong focus on the media’s role in shaping public opinion and fostering inclusivity, using content analysis and adapting to current crises, such as COVID-19. The study identifies five main clusters: mass media, anthropology, public health, gender studies, and sexual minority health, showing the evolving diversity in media research on marginalized groups. …”
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Verification of social media content for news production: a thematic review of journalistic technique and strategies by Baharom, Melinda, Ghazali, Akmar Hayati Ahmad, Bin Ahmad, Abdul Mua'ti Zamri

“…A thematic review was carried out, where five final themes were identified: traditional techniques, combination strategies, technology and social media tools, computational tools and training, and media literacy. …”
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Personality traits, entrepreneurial self-efficacy, and entrepreneurial intention among vocational students by Juhari, Halimatun Saadiah, Ismail, Normala, Roslan, Samsilah, Zaremohzzabieh, Zeinab

“…Thus, this study employed ESE and big five personality traits to explore the determinants of EI among vocational college students. …”
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Corporate shared prosperity: scale development and validation by Hossain, Mohammad Imtiaz, Heng Teh, Boon, Chong, Lee-Lee, Ong, Tze San, Tabash, Mosab I., Jamadar, Yasmin

“…Sixteen (16) items under five (5) dimensions were developed to measure corporate shared prosperity after reviewing the existing literature, verifying by focus group discussion, and analyzing 229 Malaysian manufacturing firms responses using exploratory factor analysis and confirmatory composite analysis (CCA). …”
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Prediction models for intradialytic hypotension in hemodialysis patients: a protocol for systematic review and critical appraisal by Li, Zifeng, Yang, Luhuan, Xi, Zuyang, Yi, Wen

“…A comprehensive search across five major databases (PubMed, Web of Science, Cochrane Library, CNKI, and Wanfang) will be conducted for studies on prediction models of IDH among hemodialysis patients. …”
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A simple capillary column GC method for analysis of palm oil-based polyol esters by Yunus, Robiah, Lye, Ooi Tian, Fakhru'l-Razi, A., Basri, Shahnor

“…As expected, the ME from palm kernel oil was resolved into five major peaks, DE into seven peaks, and TE into 10 peaks. …”
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Land ase analysis for Surabaya metropolitan area urban transportation planning using spatial method by Abidin, Zainal, Prasetijo, Joewono, Mohd Masirin, Mohd Idrus

“…It consists of the cities of Mojokerto and Surabaya as well as the five kabupaten (regencies) of Sidoarjo, Mojokerto, Lamongan, Gresik, Bangkalan, and Kota Mojokerto. …”
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Enhanced IoT-based simulation for air handling unit (AHU) operational training by Razali, Nizamuddin, Ahmad Johar, Norfazirah, Abdul Jalil, Muhammad Zuhairi, Md Nor, Mohd Hairwan, Abdul Rahman, Khairul Anuar, Gerijih, Debie Devisser

“…Utilising the comprehensive ADDIE instructional design model, this project progressed through five phases: analysis, design, development, implementation, and evaluation. …”
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I know you: user profiling on social media usage of Chinese private university students by Wang, YunYan, Teo, Poh Chuin

“…Subsequently, exploratory factor analysis was performed using the Statistical Package for Social Sciences (SPSS) software, extracting five (5) categorical feature tags. Combined with the extracted feature tags and the usage status and perception dimension data, the K-means cluster analysis method was used to perform rapid clustering to derive four (4) differentiated groups comprising information exchange-oriented users, instrument-oriented users, dependent-oriented users and entertainment-oriented users. …”
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Investigating Social Presence and Communication with Embodied Avatars in Room-Scale Virtual Reality by Greenwald, Scott W., Wang, Zhangyuan, Funk, Markus, Maes, Pattie

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Pedestrian-oriented development in Beirut: A framework for estimating urban design impacts on pedestrian flows through modeling, participatory design, and scenario analysis by Sevtsuk, Andres, Kollar, Justin, Pratama, Daniel, Basu, Rounaq, Haddad, Jawad, Alhassan, Abdulaziz, Chancey, Bahij, Halabi, Mohamad, Makhlouf, Rawad, Abou-Zeid, Maya

“…In this article, we update the Urban Network Analysis pedestrian modeling framework designed to link land use and urban development changes with pedestrian mobility outcomes by introducing new methods for capturing the effects of street properties on pedestrian travel demand and adjusting pedestrian trip generation rates with k-nearest accessibility scores based on destination availability in each context. …”
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Leveraging natural language processing to curate the tmCAT, tmPHOTO, tmBIO, and tmSCO datasets of functional transition metal complexes by Kevlishvili, Ilia, St. Michel, Roland G, Garrison, Aaron G, Toney, Jacob W, Adamji, Husain, Jia, Haojun, Román-Leshkov, Yuriy, Kulik, Heather J

“…Here, we employ both supervised and unsupervised natural language processing (NLP) techniques to link experimentally synthesized compounds in the tmQM database to their respective applications. …”
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Exploiting Temporal Vulnerabilities for Unauthorized Access in Intent-based Networking by Weintraub, Ben, Kim, Jiwon, Tao, Ran, Nita-Rotaru, Cristina, Okhravi, Hamed, Tian, Dave (Jing), Ujcich, Benjamin

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Development of smart semiconductor manufacturing : operations research and data science perspectives by Khakifirooz, Marzieh, Fathi, Mahdi, Wu, Kan

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Strengthening economic linkages between South Asia and East Asia : the case for a second round of "look east" policies by Rana, Pradumna B., Chia, Wai-Mun

“…This paper argues that South Asian countries need to embark on a second round of “Look East” Policies (LEP2) to (i) link themselves to production networks in East Asia and (ii) develop production networks in manufacturing and services within their region. …”
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