Antiviral efficacy of fluoxetine in early symptomatic COVID-19: an open-label, randomised, controlled, adaptive platform trial (PLATCOV)Research in context by Podjanee Jittamala, Simon Boyd, William H.K. Schilling, James A. Watson, Thundon Ngamprasertchai, Tanaya Siripoon, Viravarn Luvira, Elizabeth M. Batty, Phrutsamon Wongnak, Lisia M. Esper, Pedro J. Almeida, Cintia Cruz, Fernando R. Ascencao, Renato S. Aguiar, Najia K. Ghanchi, James J. Callery, Shivani Singh, Varaporn Kruabkontho, Thatsanun Ngernseng, Jaruwan Tubprasert, Wanassanan Madmanee, Kanokon Suwannasin, Amornrat Promsongsil, Borimas Hanboonkunupakarn, Kittiyod Poovorawan, Manus Potaporn, Attasit Srisubat, Bootsakorn Loharjun, Walter R.J. Taylor, Farah Qamar, Abdul Momin Kazi, M. Asim Beg, Danoy Chommanam, Sisouphanh Vidhamaly, Kesinee Chotivanich, Mallika Imwong, Sasithon Pukrittayakamee, Arjen M. Dondorp, Nicholas P.J. Day, Mauro M. Teixeira, Watcharapong Piyaphanee, Weerapong Phumratanaprapin, Nicholas J. White

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The Main Directions of Improving the Methodology for the Application of Advanced Information and Communication Technologies in the Statistical Activities of the Republic of Uzbekis... by I. E. Zhukovskaya

“…This article presents the main directions of improving the methodology of using advanced information and communication technologies in the statistical industry of the Republic of Uzbekistan in the context of the digitalization of the economy. In particular, it is shown that modern ICTs have a huge potential for global competitiveness and contribute to the growth of the country's economy.Currently, in the statistical industry of the Republic of Uzbekistan, a large number of statistical calculations and forecasts are carried out on the basis of the use of the advanced ICT, there is experience in organizing interaction between information systems (IS), operating in the State Committee of the Republic of Uzbekistan on Statistics (Goskomstat), however, in preparation for population census and the implementation of the National Program “Digital Uzbekistan – 2030”, there is a need to develop new methodological solutions, technologies, software products, innovative mechanisms for collecting, processing and providing reporting information to various categories of users based on the use of the advanced ICT.Purpose. …”
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Analysis of the Effect of Energy Consumption on Current Account Deficit Using Panel Data: Evidence from the Organization of the Black Sea Economic Cooperation by Emre Kılıç, Ersin Yavuz, Şevket Pazarcı, Alican Umut

“…Coefficient estimation results indicate that energy consumption in BSEC countries negatively affects current account deficit, indicating that increased energy consumption raises current account deficit. …”
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Impact of strategic public health interventions to reduce tuberculosis incidence in Brazil: a Bayesian structural time-series scenario analysisResearch in context by Klauss Villalva-Serra, Beatriz Barreto-Duarte, Moreno M. Rodrigues, Artur T.L. Queiroz, Leonardo Martinez, Julio Croda, Valeria C. Rolla, Afrânio L. Kritski, Marcelo Cordeiro-Santos, Timothy R. Sterling, Mariana Araújo-Pereira, Bruno B. Andrade

“…Additional reductions were seen with increased coverage of DOT, TPT adherence, and contact investigation rates (−14.4 [−13 to −16.2]), and by combining these with efforts to reduce TB cases among vulnerable populations (−23.6 [−26.3 to −41.4]), potentially lowering incidence to 18.5 [7.8–28.4] per 100,000, though still above WHO targets. …”
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Evaluation of Temporal Changes in Evapotranspiration and Crop Water Requirements in the Context of Changing Climate: Case Study of the Northern Bucharest–Ilfov Development Region,... by Florentina Iuliana Mincu, Daniel Constantin Diaconu, Dana Maria Oprea Constantin, Daniel Peptenatu

“…The methodology used highlights this fact, showing that major changes are needed in the choice of crop schemes and future technological processes in the current context of climate change. The current results of the study, conducted over a period of 30 years (1991–2020), showed that the climatic, land use and economic changes in the study area have led to a decrease in evapotranspiration and crop water requirements due to the amounts of precipitation that can provide for the water needs of strawberry, sunflower and pea crops. …”
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From Living in the Shadows to Facebook Livestreams: The Impact of Social Media on Current Mediumship Practice of Mother Goddesses Worship (Đạo Mẫu) in Vietnam by Isabel Weitschies

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Can LLMs effectively assist medical coding? Evaluating GPT performance on DRG and targeted clinical tasks by Yeli Feng

“…Abstract Background Large language Models (LLM) have demonstrated near human-level performance in medical domain, from summarizing clinical notes and passing medical licensing examinations, to predictive tasks such as disease diagnoses and treatment recommendations. However, currently there is little research on their efficacy for medical coding, a pivotal component in health informatics, clinical trials, and reimbursement management. …”
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MFFCI–YOLOv8: A Lightweight Remote Sensing Object Detection Network Based on Multiscale Features Fusion and Context Information by Sheng Xu, Lin Song, Junru Yin, Qiqiang Chen, Tianming Zhan, Wei Huang

“…Most current researches primarily focus on improving experimental accuracy using large models, often neglecting the deployment challenges. …”
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Mapping context of sedentary behaviour in older adults who are prefrail and frail: an analysis of secondary outcomes from a longitudinal study (MAPS-B) by Rong Zheng, Jonathan D Adachi, Alexandra Papaioannou, George Ioannidis, Alexander Rabinovich, Isabel B Rodrigues, Mayank Kalra, Dylan Kobsar, Steven R Bray, Qiyin Fang

“…Although there were no differences in sedentary time between seasons, we found a significant decrease in step count in winter (1190 fewer steps, 95% CI −2228 to −153 steps). …”
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Child abuse prevalence estimates in Canada; comparisons of nationally representative data from 2012 to 2022: a population-based studyResearch in context by Tracie O. Afifi, Julie-Anne McCarthy, Ana Osorio, Lauren MacGowan, Tamara L. Taillieu, Ashley Stewart-Tufescu, Jitender Sareen, Harriet L. MacMillan, Lil Tonmyr, Ian Colman, Mark A. Ferro, Kelly K. Anderson, Jordan Edwards

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A Computational Approach to Increasing the Antenna System’s Sensitivity in a Doppler Radar Designed to Detect Human Vital Signs in the UHF-SHF Frequency Ranges by David Vatamanu, Simona Miclaus

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The epidemiology of bacterial meningitis in the United States during 2008–2023: an analysis of active, laboratory, population-based, multistate surveillance dataResearch in context... by Namrata Prasad, Miwako Kobayashi, Jennifer P. Collins, Amy B. Rubis, Gordana Derado, Miranda J. Delahoy, Daniel C. Payne, Lesley McGee, Sopio Chochua, Henju Marjuki, Lucy A. McNamara, LeAnne M. Fox, Arthur Reingold, Megan Barnes, Susan Petit, Monica M. Farley, Lee H. Harrison, Ruth Lynfield, Jessica Houston, Bridget J. Anderson, Ann Thomas, Keipp H. Talbot, William Schaffner, Adam L. Cohen, Stephanie J. Schrag, Melissa Arvay

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Trusted health system implementation strategies to increase vaccination (TRUE SYNERGI): a stepped-wedge cluster randomized trial to reduce HPV-related cancers by Daisy Y. Morales-Campos, Prajakta Adsul, Yuanyuan Liang, Erin Donovan, Leticia R. Moczygemba, Jessica A. Kahn

“…In addition, we will employ theory-guided, qualitative methods, to assess the complexity associated with context and the recipients involved in the implementation of strategies in practices, along with sustainability. …”
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Study protocol for an observational research study with an embedded N-of-1 design: Increasing the availability of goal-oriented cognitive rehabilitation for people living with deme... by Caoimhe Hannigan, Antoine Lemercier, Garret McDermott, Helena Lydon, Sean P Kennelly, Michelle Kelly

“…Sub-study 1 will evaluate the impact of GREAT-CR in this context and sub-study 2 will evaluate the implementation model. …”
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Recent Nanotechnological Trends in the Management of Microbial Keratitis by Shraddha Jaiswal, Prabhavati Shinde, Vidya Tale

“…In addition, safety and toxicological concerns about the increasingly widespread use of contact lenses are also discussed. …”
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The current state of physical activity and exercise programs in German-speaking, Swiss psychiatric hospitals: results from a brief online survey by Brand S, Colledge F, Beeler N, Pühse U, Kalak N, Sadeghi Bahmani D, Mikoteit T, Holsboer-Trachsler E, Gerber M

“…Methods: All psychiatric hospitals (N=55) in the German-speaking part of Switzerland were contacted in spring 2014. Staff responsible for PAEPs were asked to complete an online questionnaire covering questions related to PAEPs such as type, frequency, staff training, treatment rationale, importance of PAEPs within the treatment strategy, and possible avenues to increase PAEPs. …”
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An Attempt to Accord the Quality of Therapy of Stable Coronary Heart Disease Patients with Current Clinical Guidelines (ALIGN study): Design and the First Results by S. Yu. Martsevich, E. D. Zharkova, N. P. Kutishenko, Yu. V. Lukina, S. N. Tolpygina, V. P. Voronina, A. V. Zagrebelnyy

“…To assess the quality of therapy in stable coronary heart disease (CHD) patients, who first sought consultation in the specialized cardiology department of the research center, and try to adjust the therapy in accordance with current clinical guidelines, paying special attention to achieving the target levels of blood pressure, low-density lipoprotein cholesterol (LDL), and glycosylated hemoglobin (in patients with diabetes mellitus), increasing exercise tolerance and improving the quality of life (QL).Material and methods. …”
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An Analysis of Supply Chain Macro-Strategies in the Context of Industry 4.0 with a System Dynamics Approach (The Case of: Iran's Steel Supply Chain) by Sima Motallebi, Mostafa Zandieh, Akbar Alem Tabriz

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Experimental and Theoretical Study on Local Damage of Reinforced Concrete Column under Rectangular Charge by Qiuyang Wang, Xin Jia, Zhengxiang Huang, Taian Chen, Yujie Shi

“…During an explosion, a building’s stability is directly impacted by reinforced concrete (RC) columns. However, there is currently no theoretical analysis model that can precisely predict damage to RC columns after close-in/contact explosions. …”
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Pharmacoeconomic rationale for switching patients with rheumatic diseases from original biologic disease-modifying antirheumatic drugs to biosimilars in context of the Russian heal... by A. Yu Kulikov, V. G. Serpik, A. M. Lila

“…At the same time, in the context of budgetary constraints, switching to biosimilars remains perhaps the only available strategy for increasing the coverage of patients with innovative drugs. …”
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