Literature DB >> 25160372

Big data in medical informatics: improving education through visual analytics.

Christos Vaitsis1, Gunnar Nilsson2, Nabil Zary1.   

Abstract

A continuous effort to improve healthcare education today is currently driven from the need to create competent health professionals able to meet healthcare demands. Limited research reporting how educational data manipulation can help in healthcare education improvement. The emerging research field of visual analytics has the advantage to combine big data analysis and manipulation techniques, information and knowledge representation, and human cognitive strength to perceive and recognise visual patterns. The aim of this study was therefore to explore novel ways of representing curriculum and educational data using visual analytics. Three approaches of visualization and representation of educational data were presented. Five competencies at undergraduate medical program level addressed in courses were identified to inaccurately correspond to higher education board competencies. Different visual representations seem to have a potential in impacting on the ability to perceive entities and connections in the curriculum data.

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Year:  2014        PMID: 25160372

Source DB:  PubMed          Journal:  Stud Health Technol Inform        ISSN: 0926-9630


  5 in total

1.  Toward Data-Driven Radiology Education-Early Experience Building Multi-Institutional Academic Trainee Interpretation Log Database (MATILDA).

Authors:  Po-Hao Chen; Thomas W Loehfelm; Aaron P Kamer; Andrew B Lemmon; Tessa S Cook; Marc D Kohli
Journal:  J Digit Imaging       Date:  2016-12       Impact factor: 4.056

2.  Curriculum Mapping with Academic Analytics in Medical and Healthcare Education.

Authors:  Martin Komenda; Martin Víta; Christos Vaitsis; Daniel Schwarz; Andrea Pokorná; Nabil Zary; Ladislav Dušek
Journal:  PLoS One       Date:  2015-12-01       Impact factor: 3.240

3.  A Conceptual Analytics Model for an Outcome-Driven Quality Management Framework as Part of Professional Healthcare Education.

Authors:  Vasilis Hervatis; Alan Loe; Linda Barman; John O'Donoghue; Nabil Zary
Journal:  JMIR Med Educ       Date:  2015-10-06

Review 4.  Obstetric anaesthesia practice: Dashboard as a dynamic audit tool.

Authors:  Sunil T Pandya; Kausalya Chakravarthy; Aparna Vemareddy
Journal:  Indian J Anaesth       Date:  2018-11

5.  Gamification as a Promoting Tool of Motivation for Creating Sustainable Higher Education Institutions.

Authors:  Johanna Andrea Navarro-Espinosa; Manuel Vaquero-Abellán; Alberto-Jesús Perea-Moreno; Gerardo Pedrós-Pérez; Maria Del Pilar Martínez-Jiménez; Pilar Aparicio-Martínez
Journal:  Int J Environ Res Public Health       Date:  2022-02-23       Impact factor: 3.390

  5 in total

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