54 results found

Surendiran Muthukumar, Deepalakshmi Kumar, Ranjit Panigrahi, Paolo Barsocchi, Akash Kumar Bhoi

Data heterogeneity remains one of the most significant challenges in federated learning (FL), impacting model performance, convergence, and scalability. This issue is especially critical in healthcare...

Journal of Big Data 2026-04-22 rs-8191856
Federated Learning Data Heterogeneity Clustering Personalized Models Healthcare Informatics Non-IID Data Privacy Preservation

Halima Musa Abdul, Hauwa Mohammed, Alice Norah Ladur, Sarah White, Isabella Garti, Muhammad Awwal Ladan, Olaide Edet, Fiona Dickinson, Christopher Murray, Adacha Boslam Bello, Ndagi Alhassan, Yamai Timbuak, Charles Anawo Ameh

Background Digital transformation in health professions education is often framed as a matter of technology adoption and educator attitudes. However, in low-resource settings, institutional enabling c...

BMC Medical Education 2026-04-22 rs-9085369
Digital technology midwifery education e-learning mixed methods Nigeria health workforce training Digital Teaching Readiness Index

Luke Parker

This study examines the integration of Outdoor Learning (OL) into the Upward Bound (UB) college preparation summer program at the University of Kansas. Using a mixed-methods design, the research explo...

Research Square 2026-04-22 rs-9478372
Outdoor Learning Upward Bound College Access Programs Experiential Education Equity in Education Student Engagement First-Generation Students Educational Innovation Mixed-Methods Research Teacher Development

Salwa Ali, Ahsan Sethi, Abderrezzaq Soltani, Zachariah Nazar

Background: Continuing professional development (CPD) is widely promoted as a mechanism for improving healthcare practice and patient care, yet little is known about how CPD providers operationalise a...

BMC Medical Education 2026-04-22 rs-9191331
Continuing Professional Development (CPD) Knowledge-to-Action Framework Health Professions Education Implementation Science Qualitative Study

Omar Mohamed Ali, Aya J. Elkenani, Ahmed Talkhan, Mohamed A. Beshr, Toka Rabea, Renad R. Elbeyaly, Ahmed Diaa, Aya Seyam, Mostafa Shaheen, Yusof Mohamed Omar, CDM team of collaborators, Abdel-Hady El-Gilany

Background The Learning Self-Efficacy Scale for Clinical Skills (L-SES) is widely utilized, yet its theoretical three-factor structure lacks empirical validation. Furthermore, its measurement invarian...

BMC Medical Education 2026-04-22 rs-9067994
Clinical Decision-Making Self-Efficacy Medical Students Competency-Based Medical Education Egypt

Jecha Jecha, Hayfa Nassor

Generative artificial intelligence (GenAI) is entering higher education systems across Africa at a pace that outstrips institutional preparedness, yet empirical evidence from small, resource-constrain...

Research Square 2026-04-22 rs-9479399
generative AI higher education PLS-SEM technology adoption readiness preparedness mixed methods Zanzibar Africa

Riham Hilal, Mona G Ibrahim

AI technology development has transformed the field of engineering education with its adaptivity-driven, data-based, and ethical-led learning platforms that promote equity, diversity, and inclusivity....

Research Square 2026-04-22 rs-9458060
Artificial Intelligence (AI) Engineering Education Equality Diversity Inclusion (EDI) Ethical Leadership Human-Centered Learning Adaptive Pedagogy Digital Transformation Bias Mitigation Accessibility in STEM Sustainable Development Goals (SDGs); Gender Equality (SDG 5); Reduced Inequalities (SDG 10)

Roslyn Cameron, Aaron Wijeratne, Diane Kalendra, Samaneh Soleimani, Christine Edwards

One of the fastest growing groups of portfolio workers is highly skilled independent professionals (IPros). Portfolio working is one way to remain agile in response to an increasingly dynamic labour m...

Humanities and Social Sciences Communications 2026-04-22 rs-6857172
independent professionals (IPros) portfolio careers gig economy protean careers boundaryless careers career motivations career choices organisational support higher education

Stefano Ardenghi, Marco Bani, Selena Russo, Niccolò Cremona, Federico Zorzi, Giuseppe Maria Luigi Sarnè, Maria Grazia Strepparava

The integration of artificial intelligence (AI) into healthcare requires preparing professionals to engage critically with intelligent systems. Moving beyond isolated predictors, this study investigat...

Advances in Health Sciences Education 2026-04-22 rs-9254457
Artificial intelligence Healthcare Self-Determination Theory Personality traits AI literacy

Xu Zheng, Li Li, HongZhi LIU, Peng Wang, LiJun Tian

Objective:To evaluate the efficacy of combining Case-based learning (CBL) with micro-video teaching in oncology education, specifically focusing on immune checkpoint inhibitors (ICIs) therapy. Methods...

Research Square 2026-04-22 rs-7301668
Case-Based Learning Micro video oncology Immune Check point Inhibitor Therapy intern education
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