Extensible Immunofluorescence (ExIF) accessibly generates high-plexity datasets by integrating standard 4-plex imaging data by Ihuan Gunawan, Felix V. Kohane, Moumitha Dey, Kathy Nguyen, Ye Zheng, Daniel P. Neumann, Fatemeh Vafaee, Erik Meijering, John G. Lock

“…Introducing data integration concepts from omics to microscopy, ExIF empowers life scientists to use routine 4-plex fluorescence microscopy to quantitatively interrogate complex, multimolecular single-cell processes in a manner that approaches the performance of multiplexed labelling methods whose uptake remains limited.…”
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Automated Risk Prediction of Post-Stroke Adverse Mental Outcomes Using Deep Learning Methods and Sequential Data by Chien Wei Oei, Eddie Yin Kwee Ng, Matthew Hok Shan Ng, Yam Meng Chan, Vinithasree Subbhuraam, Lai Gwen Chan, U. Rajendra Acharya

“…This study collected demographic and sociological data, quality of life scores, stroke-related information, medical and medication history, and comorbidities. …”
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Real-World Data Confirm That the Integration of Deuterium Depletion into Conventional Cancer Therapy Multiplies the Survival Probability of Patients by Gábor Somlyai, András Papp, Ildikó Somlyai, Beáta Zs Kovács, Mária Debrődi

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Electrical resistivity imaging data for hydrological and soil investigations of virgin Rospuda River peatland (north-eastern Poland) by G. Sinicyn, Ł. Kaczmarek, R. Mieszkowski, S. Mieszkowski, B. Bednarz, K. Kochanek, M. Grygoruk, M. Grodzka-Łukaszewska

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RNA secondary structure prediction by conducting multi-class classifications by Jiyuan Yang, Kengo Sato, Martin Loza, Sung-Joon Park, Kenta Nakai

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A deep learning model for detecting and classifying multiple marine mammal species from passive acoustic data by Quentin Hamard, Minh-Tan Pham, Dorian Cazau, Karine Heerah

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Machine learning-based prediction of restless legs syndrome using digital phenotypes from wearables and smartphone data by Jingyeong Jeong, Yoonseo Jeon, Hyungju Kim, Ji Won Yeom, Yu-Bin Shin, Sujin Kim, Seung Pil Pack, Heon-Jeong Lee, Taesu Cheong, Chul-Hyun Cho

“…Self-reported lifestyle data were integrated via a smartphone application with objective biometric data from wearable devices to obtain 85 features processed based on circadian rhythms. …”
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An automation framework for clinical codelist development validated with UK data from patients with multiple long-term conditions by A. Aslam, L. Walker, M. Abaho, H. Cant, M. O’Connell, A. S. Abuzour, L. Hama, P. Schofield, F. S. Mair, R. A. Ruddle, O. Popoola, M. Sperrin, J. Y. Tsang, E. Shantsila, M. Gabbay, A. Clegg, A. A. Woodall, I. Buchan, S. D. Relton

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DECENTRALIZATION IN DIGITAL SOCIETIES.A DESIGN PARADOX by E. Pournaras

“…How “decentralized” is the processing of our data nowadays? Does centralized design undermine autonomy? …”
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Association between serum lactate and mortality in critically ill ischemic stroke patients based on MIMIC-IV data by Zongren Zhao, Yu Liu, Huanhuan Ji

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Cross-cultural data on romantic love and mate preferences from 117,293 participants across 175 countries by Marta Kowal, Piotr Sorokowski, Biljana Gjoneska, Katarzyna Pisanski, Gerit Pfuhl, Leonardo Aguilar, Steve M. J. Janssen, Benjamin Gelbart, Patrícia Arriaga, Jan Antfolk, Katarina Zvončáková, Linda H. Lidborg, Jorge Contreras-Garduño, Mikhail V. Kozlov, Taciano L. Milfont, Marco A. C. Varella, Valerija Križanić, Mahmoud Boussena, Tina Kavčič, Diana Ribeiro da Silva, Brahim Hamdaoui, Fatima Zahra Sahli, Karlijn Massar, Eliane Deschrijver, Tatsunori Ishii, Hakan Cetinkaya, Oksana Senyk, Farida Guemaz, Koen Ponnet, Yahya Don, Dušana Šakan, Gyesook Yoo, Ravit Nussinson, Joaquín Ungaretti, Ali R. Can, Izzet Duyar, Jiří Čeněk, Joao Carneiro, Norbert Meskó, Luca Kozma, Ellen K. Nyhus, Mona Vintila, Oulmann Zerhouni, Farid Pazhoohi, Maja Zupančič, Sinem Söylemez, Austin H.-E. Wang, Marietta Papadatou-Pastou, Irena Pavela Banai, Pavol Prokop, Mohd Sofian Omar Fauzee, Reza Afhami, Jean C. Natividade, Roberto Baiocco, Mara Morelli, Toivo Aavik, Ezgi Toplu-Demirtaş, Singha Tulyakul, Anna Wlodarczyk, Razieh Chegeni, Anabela C. Santos, Dmitry Grigoryev, Dmitrii Dubrov, Dimitri Chubinidze, Gözde Ikizer, Nana Burduli, Johanna Czamanski-Cohen, Rizwana Amin, Petros Roussos, Evgeniya Hristova, Rūta Sargautytė, Ekaterine Pirtskhalava, Tenuunjargal Avirmed, Arooj Najmussaqib, Abdelilah Charyate, Shagufta Batool, Tatiana Volkodav, Yoshihiko Kunisato, Yuki Yamada, Asako Toyama, Mariia Perun, Seda Dural, Tetyana Mandzyk, Anna Studzinska, Ognen Spasovski, Felipe E. García, Caterina Grano, Merve Boğa, Mehmet Koyuncu, Sangeeta Singh, Ju Hee Park, Derya Atamtürk, Samuel Lins, Martin Pírko, David Lacko, Balazs Aczel, Ferenc Kocsor, Ádám Putz, Tobias Otterbring, Pavol Kačmár, Efisio Manunta, Théo Besson, Nasim Ghahraman Moharrampour, Çağlar Solak, Bojana M. Dinić, Ignacio Estevan, Merve Topcu Bulut, Nicolas Kervyn, Moises Mebarak, Jackson G. Lu, Nejc Plohl, Bojan Musil, Adil Samekin, Kirill G. Miroshnik, Clément Cornec, Isabella Giammusso, Ulf-Dietrich Reips, Maria Rosa Miccoli, Miriam Parise, Sabrina Stöckli, Tiago Marot, Sibele D. Aquino, Amanda Londero-Santos, Antonio Chirumbolo, Aybegum Memisoglu-Sanli, Jaroslava V. Valentova, Cemre Karaarslan, Ivana Hromatko, Kevin Sevag Kertechian, Ogeday Çoker, Matheus F. Ribeiro, Carlota Batres, Ilker Dalgar, Stephanie J. Eder, Katarina Mišetić, Marios Argyrides, Vita Mikuličiūtė, Silvia Mari, Elisabeth Oberzaucher, Kathrin Masuch, Alan D. A. Mattiassi, Salma S. Omar, Elena Piccinelli, Eda Ermagan Caglar, Diogo Lamela, David A. Frederick, Aleksander Kobylarek, Ma Criselda T. Pacquing, Marc Eric S. Reyes, Marcos Zumárraga-Espinosa, Feten Fekih-Romdhane, Talía Gómez Yepes, Edgardo Etchezahar, Katarzyna Galasinska, Jan P. Röer, Ayşegül Şahin, Miguel Landa-Blanco, Izuchukwu L. G. Ndukaihe, Arkadiusz Urbanek, Chee-Seng Tan, Rita Castro, Ksenija Cunichina, Anna Krasnodębska, Daniel Conroy-Beam, Franciszek Ostaszewski, Izabela Chałatkiewicz, Beatriz Abad-Villaverde, Bastien Trémolière, Alexios Arvanitis, Gulmira T. Topanova, William J. Chopik, Grace Akello, Ariela F. Pagani, Silvia Donato, Peter Fedor, Tomasz Frackowiak, Simon Ozer, Marlon Mayorga-Lascano, Farah Khan, Maryanne L. Fisher, Princess Lovella G. Maturan, Tatiana Semenovskikh, Sanjana Dutt, William Tamayo-Agudelo, Gulnara Ismukhanova, Laith Al-Shawaf, Luisa Angelucci, Adam Bode, Sercan Balım, Jovi C. Dacanay, Chiemezie S. Atama, Kai A. D. Morgan Campbell, Tchilissila A. Simões, Barış Özener, Paula Błauciak, Filipe Prazeres

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Indicators of the cytokine system in practically healthy women of different ages and interrelation with the emotional state by N. S. Chepurnova, O. N. Birko, S. V. Knysh, A. V. Rudneva, V. V. Zharskaya, A. E. Peskova, R. B. Mamedov

“…To assess the emotional component of health, all the subjects passed the questionnaire SF-36 “Assessment of the quality of life”. Statistical processing of the obtained data was carried out using the analytical software IBM SPSS Statistics, 22.0. …”
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Presenting the Model of Aligning the Individual Development Program (IDP) with the Career Path, Based on the Foundation's data-theorizing Approach by Ali Kafami Ladani, Abdolali Keshtegar, Aleme Keikha

“…Also, since the success of the organization depends on the realization of the goals and needs of the individual and the organization in a balanced manner, and the methods proposed (individual development program and career path planning) each emphasize only one dimension (individual and organization), and it seems that the application of each alone will not lead to the realization of the desired results of the organization, And on the other hand, considering the studies conducted in the field and the lack of a comprehensive model that examines the individual's development plan in line with the needs of the organization, the results of this research will help organizations create a better fit between the job and the employee, ultimately leading to the efficiency and effectiveness of organizational activities.Case study The statistical population of this study consisted of 16 academic experts, scholars, and consultants in the field of human resources.Materials and Methods The sampling method for this research was non-probability and purposive, and data were collected using a semi-structured interview approach.Discussion and Results After conducting the initial semi-structured interviews, a set of initial themes was collected during the open coding process and categories were extracted from them; then, in the axial coding stage, the link between these categories was determined under the headings of causal conditions, axial phenomenon, strategies, contextual factors, intervening conditions, and consequences of aligning the individual development program with the career path in the form of the axial coding paradigm; and then, in the selective coding stage, the storyline was drawn and the initial model was calculated.ConclusionThe results showed that the causal factors for aligning the individual development program with the career path are: the necessity of job-employee fit, lack of structure in the learning and development process, speed of change, reduction in key organizational capabilities, and reduction in employee organizational belonging. …”
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Quality Degradation of Chinese White Lotus Seeds Caused by Dampening during Processing and Storage: Rapid and Nondestructive Discrimination Using Near-Infrared Spectroscopy by Lu Xu, Hai-Yan Fu, Chen-Bo Cai, Yuan-Bin She

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Developing a Life Story Intervention for Older Adults With Dementia or at Risk of Delirium Who Were Hospitalized: Multistage, Stakeholder-Engaged Co-Design Study by Sarah J Flessa, James D Harrison, Roniela Turnigan, Megan Rathfon, Michael Chandler, Jay Newton-Small, Stephanie E Rogers

“…ObjectiveThis study aims to engage patients, care partners, and clinical stakeholders in a co-design process to adapt an existing life storytelling model for use with older adults with dementia and at risk of delirium in the acute care hospital setting. …”
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Environmental Assessment of the Life Cycle of Bovine Compound Feeds from a Feed Milling Plant in a Large Commercial Farm in Wielkopolska Region, Poland by Jerzy Bieńkowski, Małgorzata Holka

“…The obtained data can be a valuable source base in prospective analyses of the life cycle of various animal products in Poland.…”
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Recovery in personality disorders: the development and preliminary testing of a novel natural language processing model to identify recovery in mental health electronic records by Giouliana Kadra-Scalzo, Jaya Chaturvedi, Oliver Dale, Richard D. Hayes, Lifang Li, Shaza Mahmood, Jonathan Monk-Cunliffe, Angus Roberts, Paul Moran

“…However, much of the relevant information may be embedded in free-text clinical notes, requiring the development of appropriate tools to extract these data.MethodsUsing data from one of Europe's largest electronic health records databases [the Clinical Records Interactive Search (CRIS)], we developed and evaluated natural language processing (NLP) models for the identification of occupational and activities of daily living (ADL) recovery among individuals diagnosed with personality disorder.ResultsThe models on ADL performed better (precision: 0.80; 95% CI: 0.73–0.84) than those on occupational recovery (precision: 0.62; 95%CI: 0.52–0.72). …”
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Developing nursing approaches across the chronic illness trajectory: a grounded theory study of care from diagnosis to end-of-life in Western Amhara, Ethiopia by Abebe Dilie Afenigus, Mastewal Ayehu Sinshaw

“…BackgroundManaging chronic illness requires navigating a complex trajectory from diagnosis to end-of-life, with each phase necessitating specific nursing approaches. …”
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Analysis of the quality of life in patients with multiple sclerosis within 3 years after high-dose immunosuppressive therapy with autologous hematopoietic stem cell transplantation by A. Yu. Polushin, E. I. Lopatina, A. A. Tsynchenko, Yu. R. Zalyalov, I. B. Skiba, T. P. Nikitina, N. M. Porfirieva, T. I. Ionova, N. A. Totolyan, A. D. Kulagin

“…Introduction. To date, data have been accumulated indicating the high effectiveness of the HDIT-AHSCT and the possibility of preserving and improving the quality of life of patients after its application.The objective was to analyze the dynamics of quality of life using standardized assessment tools in patients with MS for 3 years after the use of HDIT-AHSCT, who participated in the program of clinical approbation of the method.Methods and materials. …”
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Development of Dagestan poetry in 1970–1980s: historical and gender aspects by G. Sh. Kaymarazov, L. G. Kaymarazova

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