Frailty research : a scoping review utilising a topic modelling approach
The global ageing population phenomenon is a key issue for many developed countries. Due to associations with ageing, interest in frailty has been growing. It is becoming increasingly difficult for researchers to be in sync with the growing knowledge pool. To aid in research synthesis efforts, the p...
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sg-ntu-dr.10356-738192020-09-27T20:26:02Z Frailty research : a scoping review utilising a topic modelling approach Wah, Alvin Chin Yang Kee Ying Hwa National Institute of Education DRNTU::Science The global ageing population phenomenon is a key issue for many developed countries. Due to associations with ageing, interest in frailty has been growing. It is becoming increasingly difficult for researchers to be in sync with the growing knowledge pool. To aid in research synthesis efforts, the present study adopted a topic modelling approach to carry out a scoping review. The two objectives of the study are to identify terms related to frailty and to depict the transformation of frailty research focus. A search for frailty literature was done on the Web of Science database and the search returned a total of 8,148 bibliographical records. After executing the topic modelling process on R Studio, a total of 114 topics was deemed to be optimal. The topics were analysed, and 107 themes were identified. An analysis was also done on the generated terms associated with the topics. 450 suggested terms were derived and categorised into eight categories, namely Population/Settings, Conditions/Issues, Modality, Research Methodology/Assessments, Physiology, Anatomy, Constructs/Philosophy and Others. After which, the literature in the top ten themes were plotted against the years in which they were published. Several interesting trends were discovered. Terms that associated with preventive community-based modalities, cognitive and social frailty were discovered, seen as emerging themes and possibly signal a switch in research focus. With this information, scholars will be better informed on the landscape of frailty research. Through the above three analyses, a panoptic view of frailty research is presented. Bachelor of Science (Sport Science and Management) 2018-04-13T05:20:01Z 2018-04-13T05:20:01Z 2018 Final Year Project (FYP) http://hdl.handle.net/10356/73819 en 45 p. application/pdf |
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DRNTU::Science Wah, Alvin Chin Yang Frailty research : a scoping review utilising a topic modelling approach |
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The global ageing population phenomenon is a key issue for many developed countries. Due to associations with ageing, interest in frailty has been growing. It is becoming increasingly difficult for researchers to be in sync with the growing knowledge pool. To aid in research synthesis efforts, the present study adopted a topic modelling approach to carry out a scoping review. The two objectives of the study are to identify terms related to frailty and to depict the transformation of frailty research focus. A search for frailty literature was done on the Web of Science database and the search returned a total of 8,148 bibliographical records. After executing the topic modelling process on R Studio, a total of 114 topics was deemed to be optimal. The topics were analysed, and 107 themes were identified. An analysis was also done on the generated terms associated with the topics. 450 suggested terms were derived and categorised into eight categories, namely Population/Settings, Conditions/Issues, Modality, Research Methodology/Assessments, Physiology, Anatomy, Constructs/Philosophy and Others. After which, the literature in the top ten themes were plotted against the years in which they were published. Several interesting trends were discovered. Terms that associated with preventive community-based modalities, cognitive and social frailty were discovered, seen as emerging themes and possibly signal a switch in research focus. With this information, scholars will be better informed on the landscape of frailty research. Through the above three analyses, a panoptic view of frailty research is presented. |
author2 |
Kee Ying Hwa |
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Kee Ying Hwa Wah, Alvin Chin Yang |
format |
Final Year Project |
author |
Wah, Alvin Chin Yang |
author_sort |
Wah, Alvin Chin Yang |
title |
Frailty research : a scoping review utilising a topic modelling approach |
title_short |
Frailty research : a scoping review utilising a topic modelling approach |
title_full |
Frailty research : a scoping review utilising a topic modelling approach |
title_fullStr |
Frailty research : a scoping review utilising a topic modelling approach |
title_full_unstemmed |
Frailty research : a scoping review utilising a topic modelling approach |
title_sort |
frailty research : a scoping review utilising a topic modelling approach |
publishDate |
2018 |
url |
http://hdl.handle.net/10356/73819 |
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1681059507258523648 |