PHARAOH: A collaborative crowdsourcing platform for phenotyping and regional analysis of histology by Kevin Faust, Min Li Chen, Parsa Babaei Zadeh, Dimitrios G. Oreopoulos, Alberto J. Leon, Ameesha Paliwal, Evelyn Rose Kamski-Hennekam, Marly Mikhail, Xianpi Duan, Xianzhao Duan, Mugeng Liu, Narges Ahangari, Raul Cotau, Vincent Francis Castillo, Nikfar Nikzad, Richard J. Sugden, Patrick Murphy, Safiyh S. Aljohani, Philippe Echelard, Susan J. Done, Kiran Jakate, Zaid Saeed Kamil, Yazeed Alwelaie, Mohammed J. Alyousef, Noor Said Alsafwani, Assem Saleh Alrumeh, Rola M. Saleeb, Maxime Richer, Lidiane Vieira Marins, George M. Yousef, Phedias Diamandis

“…However, its context-specific nature and continued reliance on large expert-annotated training datasets hinders the development of a critical mass of applications to garner widespread adoption in clinical/research workflows. Here, we present an online collaborative platform that streamlines tissue image annotation to promote the development and sharing of custom computer vision models for PHenotyping And Regional Analysis Of Histology (PHARAOH; https://www.pathologyreports.ai/ ). …”
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A Feasibility Randomised Controlled Trial of the New Orleans Intervention for Infant Mental Health: A Study Protocol by Rachel Pritchett, Bridie Fitzpatrick, Nicholas Watson, Richard Cotmore, Philip Wilson, Graham Bryce, Julia Donaldson, Kathleen Boyd, Charles Zeanah, John Norrie, Julie Taylor, Julie Larrieu, Martina Messow, Matt Forde, Fiona Turner, Susan Irving, Helen Minnis

“…The need for prompt decisions about permanent placement (i.e., regarding adoption or return home) is internationally recognised. …”
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Evaluating the surgical and oncological outcomes of hepatic artery variations in minimally invasive pancreaticoduodenectomy: insights from 2023 data at a high-volume pancreatic cen... by Tianyu Li, Liangbo Dong, Dongming Zhang, Jiashu Han, Menghua Dai, Junchao Guo, Qiang Xu, Weibin Wang, Xianlin Han, Chen Lin

“…Abstract Background Minimally invasive pancreaticoduodenectomy (MIPD) has seen increased adoption due to advancements in surgical techniques and technology. …”
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Adapting the World Health Organization’s Surgical Safety Checklist to High-Income Settings: A Hybrid Effectiveness-Implementation Trial Protocol by Nathan Turley, MA, MBA, Karolina Kogut, BA, Barbara Burian, PhD, Rachel Moyal-Smith, DrPH, PA-C, James Etheridge, MD, MPH, Yves Sonnay, MScPH, William Berry, MD, MPH, Alan Merry, MD, MBChB, Alexander Hannenberg, MD, Alex B. Haynes, MD, MPH, Roger D. Dias, MD, PhD, MBA, Kathryn Hagen, MD, George Molina, MD, MPH, Lisa Spruce, DNP, RN, Carla Williams, RN, MHSM, Mary E. Brindle, MD, MPH, FRCSC

“…Furthermore, interview data will be analyzed using the Consolidated Framework for Implementation Research and reach, effectiveness, adoption, implementation, maintenance implementation frameworks. …”
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Knowledge Distillation in Object Detection for Resource-Constrained Edge Computing by Arief Setyanto, Theopilus Bayu Sasongko, Muhammad Ainul Fikri, Dhani Ariatmanto, I. Made Artha Agastya, Rakandhiya Daanii Rachmanto, Affan Ardana, In Kee Kim

“…Edge computing, a distributed computing paradigm that places small yet capable computing devices near data sources and IoT sensors, is gaining widespread adoption in various real-world applications, such as real-time intelligent drones, autonomous vehicles, and robotics. …”
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Study on the Deformation Mechanism of the Bottom Plate along the Empty Lane of Deep Mining and the Control Technology of the Bottom Drum by Dongdong Pang, Xingang Niu, Kai He, Chuanming Li, Dawei Pang, Tao Hu, Zhongqi Chen, Xiaolong Luo

“…Aiming at the problem of the deformation of the roadway floor plate during the laneway during the retention period, the mechanical model of the roadway floor is established, and the deformation characteristics of the roadway floor and the change law of the bottom drum are studied and analyzed through theoretical calculation and calculus simulation, revealing the instability mechanism of the surrounding rock of the roadway under the stress disturbance environment, and when not affected by the adoption, the roadway forms a certain stress concentration area within the effective range of support. …”
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Modelling the seasonal dynamics of Aedes albopictus populations using a spatio-temporal stacked machine learning model by Daniele Da Re, Giovanni Marini, Carmelo Bonannella, Fabrizio Laurini, Mattia Manica, Nikoleta Anicic, Alessandro Albieri, Paola Angelini, Daniele Arnoldi, Federica Bertola, Beniamino Caputo, Claudio De Liberato, Alessandra della Torre, Eleonora Flacio, Alessandra Franceschini, Francesco Gradoni, Përparim Kadriaj, Valeria Lencioni, Irene Del Lesto, Francesco La Russa, Riccardo Paolo Lia, Fabrizio Montarsi, Domenico Otranto, Gregory L’Ambert, Annapaola Rizzoli, Pasquale Rombolà, Federico Romiti, Gionata Stancher, Alessandra Torina, Enkelejda Velo, Chiara Virgillito, Fabiana Zandonai, Roberto Rosà

“…This inter-model variability has led to the adoption of ensemble modelling techniques, among which stacked generalisation, which has recently demonstrated its capacity to produce robust results. …”
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Implementing adaptive e-learning for newborn care in Tanzania: an observational study of provider engagement and knowledge gains by Peter Andrew Meaney, Christine Lynn Joyce, Ambrose Agweyu, Joseph R Mwanga, Marc Berg, Adolfine Hokororo, Hanston Ndosi, Alex Dahlen, Theopista Jacob, Florence Salvatory Kalabamu, Rishi Mediratta, Boris Rozenfeld, Zachary Haines Smith, Neema Chami, Namala Mkopi, Castory Mwanga, Enock Diocles

“…To assess implementation success, we used the Reach, Efficacy, Adoption, Implementation and Maintenance framework and to describe baseline provider knowledge and metacognition we used Howell’s conscious-competence model. …”
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Assessment of Lower Limb Muscle Volume Using 3D Ultrasonography: Validity and Reliability Compared to MRI by Paul Ritsche, Romina Ledergerber, Michele Pansini, Francesco Santini, Oliver Faude

“…This study evaluates the validity and reliability of a custom 3DUS setup for measuring lower limb muscle volumes, compares it to MRI, and documents the methodology for broader research adoption. Methods We recruited 10 healthy participants (5 males, 5 females; 18–40 years). …”
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Assessing the feasibility of measuring residents’ quality of life in English care homes and the construct validity and internal consistency of measures completed by staff proxy: a... by Claire Goodman, Julienne Meyer, Karen Spilsbury, Barbara Hanratty, Rachael Carroll, Adam L Gordon, Gizdem Akdur, Anne Killett, Jennifer Burton, Ann-Marie Towers, Stacey Rand, Nick Smith, Sinead Palmer, Stephen Allan, Lucy Anne Webster

“…Objectives To assess the feasibility of capturing older care home residents’ quality of life (QoL) in digital social care records and the construct validity (hypothesis testing) and internal consistency (Cronbach’s alpha) of four QoL measures.Design Cross-sectional data collected in wave 1 of the DACHA (Developing resources And minimum dataset for Care Homes’ Adoption) study, a mixed-methods pilot of a prototype minimum dataset (MDS).Setting Care homes (with or without nursing) registered to provide care for older adults (>65 years) and/or those living with dementia. …”
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Digital Home-Based Self-Monitoring System for People with Heart Failure: Protocol for Development of SmartHeart and Evaluation of Feasibility and Acceptability by Ralph Maddison, Rebecca Nourse, Reza Daryabeygikhotbehsara, Teketo Kassaw Tegegne, Paul Jansons, Jonathan Charles Rawstorn, John Atherton, Andrea Driscoll, Brian Oldenburg, Rajesh Vasa, Vassilis Kostakos, Tilman Dingler, Gavin Abbott, Paul Scuffham, Jo-Anne Elizabeth Manski-Nankervis, Dominika Kwasnicka, Finn Kensing, Sheikh Mohammed Shariful Islam, Anthony Maeder, Yuxin Zhang

“…However, many digital solutions have not involved consumers and health care professionals in their design, leading to poor adoption. The SmartHeart project aimed to codevelop a smart health ecosystem to support the early detection of HF deterioration and encourage self-care, potentially preventing hospitalizations. …”
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Designing a Model for Implementing Digital Banking Policy Based on Using Big Data in Iranian Banking Industry by Rahmatollah Gholipour Souteh, Hamed Esmaeili Rad

“…This requires not only appropriate structural changes but also careful planning, the adoption of new business methods, and the use of innovative and technological tools, such as big data, to achieve strategic goals. …”
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Evaluation of parent and youth experiences in advisory groups as part of a mental healthcare clinical trial: protocol for a mixed-method study by Maria-Jose Santana, Gina Dimitropoulos, Suneeta Monga, Isabelle J Gagnon, Bruce Wright, Jananee Rasiah, Katrina Hurley, Antonia Stang, Amanda Newton, Stephen Freedman, Jennifer Thull-Freedman, Kassi Prisnie, Yazid N Al Hamarneh, Ellen Louise Lipman, Yaron Finkelstein, Robert Porter, Mohamed Eltorki, Lee Macdonald, Gareth Hopkin, Matthew Prebeg, Margaret Steele, Ahmed Mater, Laurence Katz, Brian Greenfield, Laurie Plotnick

“…Introduction Patient engagement in healthcare research is a necessity to ensure that research objectives align with priorities, outcomes and needs of the population under study, and to facilitate ease of implementation and adoption of findings. In clinical trials, there is an increasing focus on patient engagement during the planning and conduct of clinical trials due to the potential for ethical and methodological benefits. …”
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Comparison of the adequacies of the OSCE and vOSCE to assess the competencies required under Brazilian medical curriculum guidelines: a multicenter study by Hervaldo Sampaio Carvalho, Maria do Carmo Barros Melo, Fabiana Maria Kakehasi, Priscila Menezes Ferri Liu, Fernanda Gontijo Minafra Silveira Santos, Ricardo Luiz de Melo Martins, Marilene Vale de Castro Monteiro, Marcelo Esteves Chaves Campos, Roberto Zonato Esteves, Matheus Belloni Torsani, Iolanda de Fátima Lopes Calvo Tiberio, Akihito Inca Atahualpa Urdiales, Andrea Mora De Marco Novellino, Rosiane Viana Zuza Diniz, Helena Ferreira Moura, Maria Alice de Vilhena Toledo, Célia Regina Machado Saldanha, Andrea Pedrosa Ribeiro Alves Oliveira, Patricia Zen Tempski, Itamar de Souza Santos, Milton de Arruda Martins

“…The values ​​of the absolute agreement (positive view) between examiners and equivalence with the kappa statistic for the adoption of the vOSCE ranged from 0.38 to 0.72. Via the use of virtual meetings (Delphi and focus groups), consensus was reached regarding the capacity of the OSCE and vOSCE to evaluate 97% and 92% of these items, respectively. …”
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Progress of research on aviation kerosene preparation using bioethanol by Pan LI, Yu ZHAO, Xingguo WU, Lulu ZHANG, Junhao HU, Wei CHEN, Jing BAI, Chun CHANG, Shuqi FANG

“…Biobased aviation kerosene is a sustainable and environmentally friendly alternative for reducing carbon emissions in the aviation industry, offering a notable promise for widespread adoption. This study comprehensively reviews the process for producing aviation kerosene from biomass. …”
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Lessons for the COVID era and beyond: The impact of inactive lifestyle and mental health events on burnout syndrome in university professors working from home during the pandemic by Angelica Castilho Alonso, Alan Oliveira Máximo de Carvalho, Juliana Sanches Lira, Vitória Camargo Paixão, Rafael Diego Modenes, Rita de Cássia Ernandes, Vanderlei Carneiro da Silva, Gerson Scherrer Júnior, Kleyton Góes Passos, Matheus Henrique dos Santos Lino, Sofia Silva, Sónia Brito-Costa, Guilherme Eustáquio Furtado, Guilherme Carlos Brech

“…This study aimed to evaluate the presence of Burnout Syndrome (BS) in university professors following the adoption of remote home work (RHw) mandated by COVID-19 health measures and to identify key predictors, including both risk and protective factors. …”
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Benefits, limits, and risks of ChatGPT in medicine by Jonathan A. Tangsrivimol, Jonathan A. Tangsrivimol, Erfan Darzidehkalani, Hafeez Ul Hassan Virk, Zhen Wang, Zhen Wang, Jan Egger, Michelle Wang, Sean Hacking, Benjamin S. Glicksberg, Markus Strauss, Markus Strauss, Chayakrit Krittanawong, Chayakrit Krittanawong

“…This collaboration ensures responsible adoption of AI in transforming healthcare delivery. …”
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Vulnerability, Resilience and Adaptation of Lagos Coastal Communities to Flooding by Prince Emeka Ndimele, Akinloye Emmanuel Ojewole, Gabriel Olarinde Mekuleyi, Lateef Akorede Badmos, Christopher Monday Agosu, Emmanuel Sunday Olatunbosun, Oluseyi Olaide Lawal, Jamiu Adebayo Shittu, Olufemi Olabode Joseph, Kehinde Moyosola Ositimehin, Felix Chinsom Ndimele, Catherine Oluwalopeye Ojewole, Iman Olawunmi Abdulganiy, Odunayo Temitope Ayodele

“…Women and children are the most vulnerable. The adoption of advanced flood risk management strategies could help in flood containment and management in the state.…”
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Solving unknown primary cancer with earlier diagnosis - the SUPER-ED trial: study protocol for a stepped-wedge cluster randomised controlled trial to support earlier diagnosis for... by Anna Ugalde, Richard W. Tothill, Stephen Quinn, Hui-Li Wong, Owen Prall, Catherine Mitchell, Nilmini Wickramasinghe, Clare Fedele, Natalie Richards, Elizabeth Todio, Cindy Bryant, Louisa G. Collins, Sarah McLean, Hyun Soo Ko, Tim Akhurst, Christopher Steer, Bo Gao, Mark Wong, Chloe Georgiou, Narayan Karanth, Anna Kuchel, Louise Nott, Shamsudheen Padinharakam, Mark Shackleton, Ian M. Collins, Madhu Singh, Rachel Wong, Zee Wan Wong, Alexis Butler, Tharani Sivakumaran, Penelope Schofield, Linda Mileshkin

“…Implementation outcomes include acceptability, feasibility, fidelity and adoption and health care use and costs. Intervention implementation will be supported using clinical leadership, education and reinforcement. …”
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Perceived effectiveness and recommendations from a childbirth quality assurance and improvement programme in India’s private sector: a qualitative evaluation using the RE-AIM frame... by Katherine Semrau, Meghna Desai, Lauren Spigel, Somesh Kumar, Megan Marx Delaney, Lauren Bobanski, Suranjeen Pallipamula, Natalie Henrich, Tapas Sadasivan Nair, Hema Divakar, Rajat Chabba, Shweta Jindal, Gulnoza Usmanova, Sukanya Dutta, Aarushi Gupta, Sucheta Kinjawadekar, Priti Kumar, Priyanka Kumari, Prerna Mukharya, Hrishikesh Pai, Ameya Purandare, Pompy Sridhar

“…Codes were mapped to the Reach, Effectiveness, Adoption, Implementation and Maintenance (RE-AIM) framework, which we expanded to include scale.Results We interviewed 185 programme participants. …”
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