中国卒中防治体系建设20年 Two Decades of the Construction of Stroke Prevention and Control System in China by 戴丽叶1，杨昕1，李天琪1，谢瑀婷1，林琳1，张九川1，姜勇1，2 (DAI Liye1, YANG Xin1, LI Tianqi1, XIE Yuting1, LIN Lin1, ZHANG Jiuchuan1, JIANG Yong1,2 )

“…The construction of this system requires the integration of macro-level organizational frameworks with grassroots networks. This paper provides an in-depth analysis of the intrinsic construction of this system, including the responsibilities and capabilities required of health administrative departments, leading units for cerebrovascular disease prevention and treatment technology, hospitals at all levels, and grassroots medical and health institutions, as well as the collaborative roles among different departments and institutions. …”
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Approaches used to prevent and reduce the use of restrictive practices on adults with learning disabilities: a realist review by Joy Duxbury, Alina Haines-Delmont, John Baker, Peter Baker, Gary Bourlet, Elaine Craig, James Ridley, Rachel Whyte, Beth Morrison, Michaela Thomson, Anthony Tsang, Tella Lantta

“…The review adhered to current Realist and Meta Narrative Evidence Syntheses: Evolving Standards quality and publication standards. …”
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Hybrid Multi-Criteria Decision Framework for Prosumers Energy Storage Systems in Smart Grids by Marriam Liaqat, Muhammad Adnan, Mohaira Ahmad, Muhammad Sajid Iqbal, Faizan Ahmad, Sami Ud Din

“…However, the systematic selection of best storage technologies is still one of the main challenging research issues in the current literature. To fill this literature gap, this paper proposes a multi-criteria decision framework for energy storage selection in prosumer-based networks. …”
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Developing a Maturity Model for Business Model Openness in the Iranian Banking Industry by Fahimeh Mollaahmadi, Mohammad Ali Shahhoseini, Nima Mokhtarzadeh Garoosi, Masoud Keymasi

“…ObjectiveIn recent years, the emergence of concepts such as customer value creation, organizational networks, and open innovation has elevated open business models as an innovative approach in management studies. …”
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Expedited Colorectal Cancer Detection Through a Dexterous Hybrid CADx System With Enhanced Image Processing and Augmented Polyp Visualization by Akella Subrahmanya Narasimha Raju, K. Venkatesh, Ranjith Kumar Gatla, Marwa M. Eid, Aymen Flah, Zdenek Slanina, Ramy N. R. Ghaly

“…This research presents a new multistage ensemble method that combines the strengths of three advanced deep learning models: vision transformers, RDV-22 (a mix of ResNet-50, DenseNet-201, and VGG-16), and Bidirectional Long Short-Term Memory (BiLSTM) networks. It improves the accuracy and robustness of Colorectal Cancer (CRC) detection. …”
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Supporting self-management with an internet intervention for low back pain in primary care: a RCT (SupportBack 2) by Adam W A Geraghty, Taeko Becque, Lisa C Roberts, Jonathan Hill, Nadine E Foster, Lucy Yardley, Beth Stuart, David A Turner, Gareth Griffiths, Frances Webley, Lorraine Durcan, Alannah Morgan, Stephanie Hughes, Sarah Bathers, Stephanie Butler-Walley, Simon Wathall, Gemma Mansell, Malcolm White, Firoza Davies, Paul Little

“…Participants Participants had current low back pain without indicators of serious spinal pathology. …”
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Providing a model of consumer behavior in creating brand attachment with an emphasis on the packaging component of food industry companies by maziar Ghasemzadeh Sangroudi, karim hamdi, SHADAN VAHABZADEH MUNSHI

“…In relation to the result obtained from the analysis of the tenth hypothesis in relation to social factors, the following suggestions are presented: creating a customer club, creating pages in the space of social networks to increase interaction with customers, inserting a slogan related to social responsibility on the packaging  In relation to the result obtained from the analysis of the eleventh and twelfth hypotheses in relation to communication factors, the following suggestions are presented: the use of attractive colors in product packaging; providing detailed information regarding the ingredients used in the product's manufacture; using the appropriate logo on the packaging. …”
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High-flow nasal cannula therapy versus continuous positive airway pressure for non-invasive respiratory support in paediatric critical care: the FIRST-ABC RCTs by Padmanabhan Ramnarayan, Alvin Richards-Belle, Karen Thomas, Laura Drikite, Zia Sadique, Silvia Moler Zapata, Robert Darnell, Carly Au, Peter J Davis, Izabella Orzechowska, Julie Lester, Kevin Morris, Millie Parke, Mark Peters, Sam Peters, Michelle Saull, Lyvonne Tume, Richard G Feltbower, Richard Grieve, Paul R Mouncey, David Harrison, Kathryn Rowan

“…Clinical effectiveness analysis Analyses were undertaken independently for each RCT. …”
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Identification of Plasmodium falciparum and host factors associated with cerebral malaria: description of the protocol for a prospective, case-control study in Benin (NeuroCM) by Valentin Joste, Laurine Maurice, Gwladys I Bertin, Agnès Aubouy, Farid Boumédiène, Sandrine Houzé, Daniel Ajzenberg, Nicolas Argy, Achille Massougbodji, Ida Dossou-Dagba, Maroufou Jules Alao, Michel Cot, Philippe Deloron, Jean-François Faucher, Dissou Affolabi, Hélène Authier, Linda Ayedadjou, Bibiane Biokou, Agnès Coste, Jean-Eudes Degbelo, Latifou Dramane, Sayeh Jafari-Guemouri, Claire Kamaliddin, Elisée Kinkpe, Anaïs Labrunie, Yélé Ladipo, Thomas Lathiere, Audrey Mowendabeka, Jade Papin, Bernard Pipy, Pierre-marie Preux, Marie Raymondeau, Jade Royo, Darius Sossou, Brigitte Techer, Bertin Vianou

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Mapping proteomic response to salinity stress tolerance in oil crops: Towards enhanced plant resilience by Sarah Alrajeh, Muhammad Naveed Khan, Aidhya Irhash Putra, Dhafar N. Al-ugaili, Khalid H. Alobaidi, Othman Al Dossary, Jameel R. Al-Obaidi, Azi Azeyanty Jamaludin, Mohammed Yahya Allawi, Bilal Salim Al-Taie, Norafizah Abdul Rahman, Norasfaliza Rahmad

“…Our content might be read more properly: This review assembles current knowledge on protein-level changes related to salinity resistance in oil crops. …”
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Representation of the perception of effective factors on the implementation of Eric Cheng's knowledge management model in secondary schools of West Azarbaijan province by parivash mohammadi gheshlagh

“…According to the Claizy analysis method, in the dimension of "Knowledge Leadership" two main themes under the headings of "Information networking with four sub-themes" and "Learning support with three sub-themes"; in the "knowledge management perspective" dimension, three main themes under the titles of "situation analysis with four sub-themes", "continuous interaction with three sub-themes" and "effective feedback with three sub-themes"; in the "Knowledge Exchange Culture" dimension, three main themes under the titles of "Situation Analysis with four sub-themes", "Security with four sub-themes" and "Sustainable knowledge sharing with three sub-themes", and in the "Knowledge Management Strategies" dimension, three main themes under the titles "Motivation and support with four sub-themes", "Innovation with three sub-themes" and "Research with three sub-themes" were identified and extracted as effective factors on the implementation of Eric Cheng's knowledge management model. …”
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Historical Land Use and Land Cover Change of the Lake Tempe Region: A Multi-source Data Landscape Reconstruction by Syahruddin Mansyur, Nur Ihsan Djindar, Wasita Wasita, Imam Hindarto, Nani Somba, Hasrianti Hasrianti, Moh. Ali Fadillah, Hamka Naping, Sofyan Setia Budi

“…Moreover, we presented modeled projections of LU/LC alterations over approximately 86 years (1930-2016). The analysis reveals that pre-20th century landscape dynamics in the region were influenced by several factors: demographic shifts due to local migration, interplay among local elites over natural resource control, and integration into global trade networks from the 13th century onwards. …”
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Improved estimation of two-phase capillary pressure with nuclear magnetic resonance measurements via machine learning by Oriyomi Raheem, Misael M. Morales, Wen Pan, Carlos Torres-Verdín

“…For each rock class, we applied regression techniques—such as random forest (RF), k-nearest neighbors (k-NN), extreme gradient boosting (XGB), and artificial neural networks (ANN)—to estimate the logarithm of capillary pressure. …”
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Development and validation of a prediction model for coronary heart disease risk in depressed patients aged 20 years and older using machine learning algorithms by Yicheng Wang, Yicheng Wang, Yicheng Wang, Chuan-Yang Wu, Hui-Xian Fu, Jian-Cheng Zhang, Jian-Cheng Zhang, Jian-Cheng Zhang

“…BackgroundDepression is being increasingly acknowledged as an important risk factor contributing to coronary heart disease (CHD). Currently, there is no predictive model specifically designed to evaluate the risk of coronary heart disease among individuals with depression. …”
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Age and Saving Lives in Crisis Standards of Care: A Multicenter Cohort Study of Triage Score Prognostic Accuracy by Michael Hermsen, MD, MS, Patrick G. Lyons, MD, MS, Govind Persad, JD, PhD, Alice F. Bewley, MS, Chengsheng Mao, PhD, Kaveri Chhikara, MS, Anoop Mayampurath, PhD, Matthew Churpek, MD, PhD, Monica E. Peek, MD, MPH, MSc, Yuan Luo, PhD, William F. Parker, MD, PhD

“…IMPORTANCE:. Current protocols to triage life support use scores that are biased and inaccurate. …”
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Calcium-iron crosstalk in epileptogenesis: Unraveling mechanisms and therapeutic opportunities by Xuan Li, Ao-Long Tao, Nayiyuan Wu, Xiu Zhang, Fen Xiao, Jing Wang, Zhi-Bin Wang

“…This review synthesizes current knowledge on the dual roles of Ca2+ and Fe2+/Fe3+ in epilepsy, emphasizing their bidirectional regulatory mechanisms and pathological synergism. …”
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Increasing uptake of self-management education programmes for type 2 diabetes in primary care: the Embedding research programme including an RCT by Melanie J Davies, Shona Agarwal, Danielle H Bodicoat, Alan Brennan, Simon Dixon, Helen Eborall, Agnieszka Glab, Laura J Gray, Michelle Hadjiconstantinou, Lisa Huddlestone, Nicky Hudson, Anju Keetharuth, Kamlesh Khunti, Caroline Kristunas, Graham Martin, Alison Northern, Mike Patterson, Daniel Pollard, Rebecca Pritchard, Sally Schreder, Jane Speight, Bernie Stribling, Jackie Sturt, Jess Turner, Christina Weis

“…An integrated ethnographic study included observations, interviews and document analysis. Workstream 3: randomised controlled trial Using a wait-list cluster randomised design, with practice-level randomisation, we compared the Embedding Package with usual care (i.e. practices referred patients to SSME following their current standards). …”
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Coastal Storm – Surge Combination Risk Identification and Resilience Planning Based on Supply and Demand Assessment of Flood Regulation Ecosystem Services: A Case Study of Fujian D... by Jian TIAN, Tianyu XIU, Suiping ZENG

“…This methodology enables precise identification of regional FRES capacity and storm – surge disaster risk demand, as well as the analysis of their spatial clustering characteristics. …”
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Research advancements in the Use of artificial intelligence for prenatal diagnosis of neural tube defects by Maryam Yeganegi, Mahsa Danaei, Sepideh Azizi, Fatemeh Jayervand, Reza Bahrami, Seyed Alireza Dastgheib, Heewa Rashnavadi, Ali Masoudi, Amirmasoud Shiri, Kazem Aghili, Mahood Noorishadkam, Hossein Neamatzadeh

“…Current AI-assisted ultrasound technologies have improved diagnostic accuracy, yielding sensitivity and specificity rates of 88.9% and 98.0%, respectively, compared to traditional methods with 81.5% sensitivity and 92.2% specificity. …”
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Artificial intelligence demonstrates potential to enhance orthopaedic imaging across multiple modalities: A systematic review by Umile Giuseppe Longo, Alberto Lalli, Guido Nicodemi, Matteo Giuseppe Pisani, Alessandro De Sire, Pieter D'Hooghe, Ara Nazarian, Jacob F. Oeding, Balint Zsidai, Kristian Samuelsson

“…The results indicate that AI models achieve high performance metrics across different imaging modalities. However, the current body of literature lacks comprehensive statistical analysis and randomized controlled trials, underscoring the need for further research to validate these findings in clinical settings. …”
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