MLR-predictor: a versatile and efficient computational framework for multi-label requirements classification by Summra Saleem, Summra Saleem, Muhammad Nabeel Asim, Ludger Van Elst, Markus Junker, Andreas Dengel, Andreas Dengel

“…However, a few predictors are designed for multi-label classification and they are not practically useful due to less predictive performance.MethodMLR-Predictor makes use of innovative OkapiBM25 model to transforms requirements text into statistical vectors by computing words informative patterns. …”
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Measuring gender-based violence risk mitigation in humanitarian settings: results from a comprehensive desk review and systematic mapping by Vandana Sharma, Emily Ausubel, Christine Heckman, Meredith Blake, Jocelyn TD Kelly, Emma Kenny, Sonia Rastogi

“…Objectives To systematically document measurement approaches used in the monitoring and evaluation of gender-based violence (GBV) risk mitigation activities, categorise the types of available literature produced by sector, identify existing tools and measures and identify knowledge gaps within the humanitarian sector.Design Systematic mapping and in-depth review.Data sources: Pubmed, Global Health, PsychInfo, ReliefWeb, OpenGrey (grey literature), Google Scholar, Web of Science (Social Science Index)Eligibility criteria: a structured search strategy was systematically applied to 17 databases as well as registers, websites and other resources to identify materials published between 1 January 2005 and 15 May 2019.Data extraction and synthesis: Those resources that met the inclusion criteria underwent a comprehensive full-text review. A detailed matrix was developed and key data from each resource were extracted to allow for the assessment of patterns in thematic areas.Results A total of 2108 documents were screened. …”
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Sustainability of fall prevention exercise programmes for community-dwelling older adults: a scoping review protocol by Kathryn Sibley, D Scott Kehler, Danielle Bouchard, Ifedayo Abel-Adegbite

“…Our results will be charted through the use of Covidence to identify patterns across the studies. Additionally, narrative synthesis will be employed to articulate the study findings.Ethics and dissemination As this is a scoping review, we do not require ethics approval. …”
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Adolescents' false Self-Presentation in Online Social Networks: Relationship with Social Media Use, Motives, and Loneliness by D.S. Kornienko, N.A. Rudnova

“… <p style="text-align: justify;"><strong>Objective. </strong>Analyzing the correlations between the attributes of deceptive self-representation on a social network and formal attributes, motivations for utilizing social networks, the incorporation of social networks into everyday routines, and feelings of loneliness. …”
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LLMs Have Rhythm: Fingerprinting Large Language Models Using Inter-Token Times and Network Traffic Analysis by Saeif Alhazbi, Ahmed Hussain, Gabriele Oligeri, Panos Papadimitratos

“…Our method leverages the intrinsic autoregressive generation nature of language models, which generate text one token at a time based on all previously generated tokens, creating a unique temporal pattern-like a rhythm or heartbeat-that persists even when the output is streamed over a network. …”
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Impact of the COVID-19 pandemic on social media utilization, influences related to parental vaccine decision making, and opinions on trustworthy social media vaccination campaigns:... by Holly B. Fontenot, Kevin M. Quist, Gary Glauberman, Alexandra Michel, Gregory Zimet

“…Between February and March 2022, 6 online, synchronous, text-based focus groups were conducted with parents of adolescents aged 11 to 17 years. …”
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TSB-Forecast: A Short-Term Load Forecasting Model in Smart Cities for Integrating Time Series Embeddings and Large Language Models by Mohamed Mahmoud Hasan, Neamat El-Tazi, Ramadan Moawad, Amany H. B. Eissa

“…TSB-Forecast shows significant improvements reducing MAE by 38.7%, RMSE by 18.2%, and SMAPE by 50.6% compared to several baselines, including the official ENTSO-E forecast, Extra Trees Regressor (ETR), a hybrid model with basic text processing (M6), and a deep learning model combining GRU and CNN (CNN-GRU). …”
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Methodology in cardiologists’ postgraduate education by M. B. Arzhanik, S. I. Karas, E. V. Grakova, O. A. Vasiltseva, T. B. Korneeva, E. E. Kara-Sal

“…It includes the integration of text and multimedia clinical and diagnostic information about patients and software for its presentation. …”
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Which OCR toolset is good and why : A comparative study by Pooja Jain, Kavita Taneja, Harmunish Taneja

“…This computational technology extracts the text in editable format ( MS Word/Excel, text files etc.) from  PDF files, scanned  or hand-written documents, images ( photographs, advertisements etc.) for further processing and has been utilized in many real world applications including banking, education, insurance, finance, healthcare and keyword based search in documents etc. …”
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Features of the Effect of Cataracts and Glaucoma on the Daily Activities of Patients with Sarcopenic Obesity by O. L. Fabrikantov, A. E. Kopylov, N. M. Agarkov

“…The fourth rank also differs when in patients with cataracts and sarcopenic obesity it corresponds to reading the text (1.53 ± 0.04 points), and in patients with glaucoma and sarcopenic obesity — writing the text — 1.32 ± 0.02 points (p &lt; 0.01). …”
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Negotiating Authority and Knowledge: Religion, Science, and Politics in the Fatwa Transformations of the Indonesian Ulema Council by Mukhsin Aseri, Muhammad Rasyid, Ahmad Sharifuddin bin Mustapha, Akh. Fauzi Aseri, Fedorchenko Oleh

“…While Islamic law is often perceived as a product of normative, text-based interpretation, in practice it has undergone significant transformation through its interaction with scientific innovation and socio-political contexts. …”
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Mental Crises in Capitalism. AContribution to the Discussion by Agata Krasowska

“…The text is based on the two case studies of Małgorzata and Marta.…”
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Analiza porównawcza tytułów podręczników do nauki języka hiszpańskiego i języka polskiego jako obcego by ANNA ANDRZEJEWSKA

“… The title of a textbook for learning a foreign language is a seemingly small and uninteresting element of the text, which, in a situation of real contact with the book, becomes a bridge between the learner and the text of the textbook (Uździcka 2007). …”
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L’Humpur en BD : de fabuleuses frontières by Florence Plet-Nicolas

“…As the script writer, Bordage has many new constraints : he produces now text for picture, and also for a stiff framework : page and double page layout ; pre- formatted comic books with their own unity ; etc. …”
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Implantable bio-chip for visible and controllable microwave-induced transcranial acoustic generation by Weian Chao, Ruyi Wen, Yubin Gong, Qiang Liu, Lei Xi

“…The constituted fluid channels can cover an area of 50[Formula: see text]mm × 60[Formula: see text]mm, enabling widefield neuron stimulation. …”
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Federated Learning for Multimodal Sentiment Analysis: Advancing Global Models With an Enhanced LinkNet Architecture by P. Vasanthi, V. Madhu Viswanatham

“…The approach is structured in three stages: the initialization stage, where global parameters are established and shared among clients; the local training stage, where several local models independently handle preprocessing, feature extraction, and fusion of text (with Improved Aspect Term Extraction (IATE) and Term Frequency-Inverse Document Frequency (TF-IDF)), signals (using Modified Mel Frequency Cepstral Coefficient (MMFCC) and spectral features), and images (through Improved Active Appearance Model (IAAM) and Median Binary Pattern (MBP)) before training the EnLNet model; and the model aggregation stage, where updates from local models are collected and aggregated by the central server to refine the global model. …”
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Fractional amplitude of low-frequency fluctuations during music-evoked autobiographical memories in neurotypical older adults by Teresa Lesiuk, Kaitlyn Dillon, Giulia Ripani, Ioannis Iliadis, Gabriel Perez, Bonnie Levin, Xiaoyan Sun, Roger McIntosh

“…Post-hoc analyses to explore correlations between brain activity and the content of MEAMs were performed using the text analysis program Linguistic Inquiry and Word Count.DiscussionOur findings suggest that MEAM-related activation of the parahippocampal cortex is evident in normative older adults. …”
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Perceptions of nurse-physician interactions: insights from medical students’ clinical internships by Anna Bovo, Mayra Veronese, Renzo Zanotti, Matteo Danielis

“…Additionally, qualitative analysis software facilitated the coding process, with Bales’ category integrated into ATLAS® Search&Code for text analysis. Furthermore, this research was conducted and reported in accordance with the Standards for Reporting Qualitative Research guidelines.Results A total of 438 student-reported detections were extracted from the reports and categorised into 12 of the Bales’ social interaction categories, revealing distinct roles and communication styles between nurses and physicians. …”
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PregNut survey: knowledge, attitude, and practices of midwives regarding plant-based diets during pregnancy by Stephanie C. McLeod, Jessica C. McCormack, Jade Wratten, Lorna Davies, Yvonne Mosley-Martin, Indrawati Oey, Tamlin S. Conner, Mei Peng

“…Questions included Likert-style, free text responses, and check boxes. Currently practising lead maternity carer midwives in NZ were invited to participate, primarily via an email newsletter disseminated by the New Zealand College of Midwives. …”
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Protocol for the Systematic Review of the Biologic Pathways Linking Diet, Nutrition, and Physical Activity with Cancer: World Cancer Research Fund Global Cancer Update Project by Esther M. Gonzalez-Gil, Sarah Lewis, Helen Croker, Vanessa Gordon-Dseagu, Beatrice Lauby-Secretan, Marc J. Gunter, Laure Dossus

“…As a first test case, the proposed protocol will be tested to evaluate mechanisms linking dietary patterns and colorectal cancer development. Discussion: This project will produce a framework for the systematic evaluation of mechanistic research to support causal associations between diet, nutrition, physical activity, body weight and cancer risk within WCRF CUP Global.…”
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