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Pedagogical transformation in medical imaging education: Simulation, active learning, and sustainability.

datacite.subject.sdg04:Educação de Qualidade
datacite.subject.sdg03:Saúde de Qualidade
datacite.subject.sdg12:Produção e Consumo Sustentáveis
dc.contributor.authorGaudêncio, Nélia
dc.contributor.authorRamos, Magda Rita Castela da Cruz
dc.contributor.authorCaldeira Lagem Abrantes, António Fernando
dc.contributor.authorOliveira, Claudia
dc.date.accessioned2026-09-03T09:29:05Z
dc.date.available2026-09-03T09:29:05Z
dc.date.issued2026-03-25en_US
dc.date.updated2026-09-01T18:56:56Z
dc.description.abstractIntroduction: active learning methodologies are central to education in Medical Imaging and Radiotherapy (MIR), promoting student engagement, autonomy, and collaborative knowledge construction. Within this framework, the integration of simulators and specialised software has emerged as a relevant strategy to enhance training while supporting more sustainable academic practices. This review aimed to identify pedagogical approaches that improve learning outcomes and contribute to environmental and economic sustainability in MIR education. Method: a narrative literature review was conducted, focusing on active learning methodologies used in radiology and related areas, with particular emphasis on computer-based simulation and software dedicated to technical training. The search encompassed PubMed and ScienceDirect and included studies addressing innovative practices applied to MIR teaching. Results: the results demonstrate that laboratory-based practical training is significantly strengthened through the use of simulators applied to radiology, radiotherapy, and nuclear medicine. The incorporation of digital resources, demonstrative videos, scientific literature, and online assessment supports a more structured learning process. Furthermore, simulation reduces reliance on high-complexity clinical equipment, thereby decreasing financial costs, energy consumption, and CO₂ emissions. systems, whose acquisition, operation and maintenance require substantial financial investment and are associated with high energy consumption and CO₂ emissions. Conclusions: adoption of dedicated software and simulation systems fosters more active, safe and effective learning, enhancing pedagogical quality while reducing the environmental and financial impact associated with the use of clinical equipment. This approach therefore represents a promising pathway towards greater sustainability in MIR education.eng
dc.description.versionN/A
dc.identifier.doi10.62486/gr2026261
dc.identifier.eissn3008-9093
dc.identifier.slugcv-prod-5073552
dc.identifier.urihttp://hdl.handle.net/10400.1/29388
dc.language.isoeng
dc.peerreviewedyes
dc.publisherSouth American Publishing
dc.rights.urihttp://creativecommons.org/licenses/by/4.0/
dc.subjectEnvironmental Sustainability
dc.subjectTeaching
dc.subjectSimulation Exercise
dc.subjectHigh Fidelity Simulation Training
dc.subjectMedical Imaging and Radiotherapy
dc.titlePedagogical transformation in medical imaging education: Simulation, active learning, and sustainability.eng
dc.typejournal article
dspace.entity.typePublication
oaire.citation.startPage261
oaire.citation.titleSAP Gamification and Augmented Realityen_US
oaire.citation.volume4en_US
oaire.versionhttp://purl.org/coar/version/c_970fb48d4fbd8a85
person.familyNameGaudêncio
person.familyNameRamos
person.familyNameCaldeira Lagem Abrantes
person.familyNameOliveira
person.givenNameNélia
person.givenNameMagda Rita Castela da Cruz
person.givenNameAntónio Fernando
person.givenNameClaudia
person.identifier1914170
person.identifier.ciencia-id7817-BE81-4AE2
person.identifier.ciencia-idE514-87C6-9772
person.identifier.ciencia-id7611-5DE9-2AC9
person.identifier.gsidK0GFVVQAAAAJ
person.identifier.orcid0000-0003-4545-5722
person.identifier.orcid0000-0002-2795-2920
person.identifier.orcid0000-0002-7792-678X
person.identifier.orcid0000-0003-4365-6790
person.identifier.ridWeb of Science ResearcherID KHZ-9573-2024
person.identifier.scopus-author-id58993868500
rcaap.cv.cienciaid411C-BF94-64FF | Nélia Isabel Moita Gaudêncio
rcaap.rightsopenAccessen_US
relation.isAuthorOfPublication220ea626-c310-4318-8275-33a11dc87a43
relation.isAuthorOfPublicatione643c773-3351-4941-8518-03ca9e60b670
relation.isAuthorOfPublicatione7ff7891-8e5b-4849-89bd-0c6195bd1c72
relation.isAuthorOfPublication0e891eda-018c-4c13-ab38-79781e574419
relation.isAuthorOfPublication.latestForDiscovery220ea626-c310-4318-8275-33a11dc87a43

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