Dynamic selectout and voting-based federated learning for enhanced medical image analysis by Saeed Iqbal, Adnan N Qureshi, Musaed Alhussein, Khursheed Aurangzeb, Atif Mahmood, Saaidal Razalli Bin Azzuhri

“…We suggest a novel approach that uses a voting mechanism and dynamic SelectOut inside the FL framework to address these problems. Local medical imaging datasets frequently show diversity in distribution and data imbalances. …”
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Do we need a new educational standard for higher medical education? by Felix A. Blyakhman, Valery A. Teleshev

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A Linear Model to Estimate Faculty Member in The Iranian Medical Sciences Universities by bahram mohaghegh, niusha shahidi sadeghi, amir mohamadi, mohamad nazari, mohamad hosein salarianzadeh, amir ahamad akhavan, mohamad reza maleki, mostafa deilami, azam sadat hoseini, fatemeh talebi, ali akbar abedi, maasumeh faraj allahi

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APPROACHES TO ASSESSING THE EFFECTIVENESS AND WAYS TO ENCOURAGE THE PUBLICATION ACTIVITY IN THE LARGE MEDICAL SCHOOL by Vladimir N. Nikolenko, Anatoliy I. Vyalkov, Svetlana A. Martynchik, Ekaterina A. Glukhova

“…A list of criteria for effectiveness of the medical school as a part of the «road map» is given. …”
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Active Contour Model Coupling with Higher Order Diffusion for Medical Image Segmentation by Guodong Wang, Jie Xu, Qian Dong, Zhenkuan Pan

“…The performance of our method is demonstrated through numerical experiments of some medical image segmentations with intensity inhomogeneities.…”
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Sick by design? Why medical education needs health promoting learning environments by Victor Do, Melanie Lewis, Leslie Flynn, Lyn K Sonnenberg

“…Canadian Medical Education Journal…”
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Autonomy characterization as a key indicator of learning-to-learn skills in medical students by Yolanda Cabrera Macìas, Annia Esther Vizcaíno Escobar, José Aurelio Díaz Quiñones, Ernesto José López González, Ernesto López Cabrera

“…<br /><strong>Conclusions:</strong> autonomy as a learning to learn skills key indicator in the Cienfuegos Medical Sciences University first-year students, was characterized by a low expression in the medical students’ learning processes.…”
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Equity in Basic Medical Education accreditation standards: a scoping review protocol by Usman Mahboob, Muhammad Irfan, Neelofar Shaheen, Ahsan Sethi

“…While commonly applied to various domains in medical education, there is potential to determine how ‘equity’ is considered or discussed while practically implementing accreditation standards for Basic Medical Education (BME) globally.Methods and analysis The scoping review protocol has been drafted in compliance with the Preferred Reporting Items for Systematic Reviews and Meta-Analyses-Protocol (PRISMA-P) checklist. …”
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Epidemiology of Hypertensive State among Chinese Migrants: Effects of Unaffordable Medical Care by Ming Guan

“…On the basis of comparison between medical payment and job income, participants were categorized as unaffordable and affordable. …”
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Research on medical small sample data classification based on SMOTE and gcForest by Wenchang LIU, Yun WEI, Haoxuan YUAN, Yue GAO

Subjects: “…medical data…”
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Aetiology of Vertigo as Seen at the Federal Medical Center Lokoja, North Central Nigeria by Stephen Agbomhekhe Ogah

“…Sudan Journal of Medical Sciences…”
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Stress sources and symptoms: the role of gender in a Brazilian university medical school by Marina Romeo, Antonio Luiz Marques, Montserrat Yepes-Baldó, Sefa Boria-Reverter

“…IntroductionThe main objective of this research was to identify the sources and symptoms of occupational stress among Brazilian university professors and examine the impact of gender on this relationship.MethodsA total of 81 university professors from a Brazilian Federal University Medical School answered a questionnaire that collected demographic and occupational data, lifestyle information, health issues, and stress symptoms originating from work and personal factors. …”
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Medical complexity in emergency and urgent care settings: a scoping review protocol by Diane Lorenzetti, Tanvir C Turin, Sumedh Bele, Eddy Lang, Doreen Rabi, Naomi Popeski, Marie-Claire Uwamahoro, Conne Lategan, Kate Yakubets, Cassandra Chisholm

“…Introduction Considering the impact of non-medical factors (personal and social) on patients with multiple chronic conditions, the term ‘medical complexity’ is gaining traction as it encompasses both medical and non-medical aspects of patients’ medical needs. …”
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Association of Insomnia, Lipid Profile, and Lipid-Lowering Medications: A Narrative Review by Fang Jia, Shun-Yi Shi, Si-Fan Fei, Min Zhou, Jian-Jun Li

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Problem-oriented approaches to training clinical medical professional postgraduates in scientific research by Boya Shi, Kehui Wu, Jia Wei, Yaoqi Wang, Renzhu Pang, Yong Li, Shuai Yang, Xianying Meng

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Budgetary processes in medical organizations under a global budget payment system by Cheng-Tsung Lu, Wen-Hsin Huang

“…This study examines the budgetary process of medical organizations under a global budget payment system. …”
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Vascular Endothelium at the Molecular Level: From Fundamental Knowledge Toward Medical Implementation by Vladimir P. Shirinsky

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Calibration of ionization chamber in megavoltage x-ray field of medical linear accelerator by Pham Hong-Lam, Hoang Thanh-Phi-Hung, Sunjun Jin, Bui Duy-Linh, Nguyen Tuan-Khai, Bui Van-Loat, Le Tuan-Anh, Nguyen Huu-Quyet, Pham Duc-Khue, Phan Viet-Cuong, Phan Tien-Dung, Pham Quang-Trung, Tran Hoai-Nam, Le Ngoc-Thiem

“…Ionization chambers were calibrated regarding absorbed dose to water in MeV X-ray fields of a medical linear accelerator, with nominal maximum energies of 6 MeV and 15 MeV. …”
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Training medical students in participatory rural appraisal methods using ADDIE framework by Saurabh RamBihariLal Shrivastava, Gandes Retno Rahayu, Titi Savitri Prihatiningsih

“…In the global vision to deliver contextual medical education to benefit the local population, exposure of medical students to participatory rural appraisal methods plays a vital role. …”
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Improvement of the specialized medical care at short bowel syndrome: resolution of the advisory council by V. T. Ivashkin, S. F. Bagnenko, A. V. Grishin, M. A. Kucher, V. M. Luft, Ye. A. Poluektova, T. S. Popova, A. A. Ryk, S. V. Sviridov, Ya. . Soboski, A. S. Trukhmanov, A. Ye. Shestopalov, O. S. Shifrin

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