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Updated: Mar 19, 2026

Project-Based Learning Guidelines for Health Sciences Students: An Analysis with Data Mining and Qualitative Techniques
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Textual Analysis and Data Mining: An Interpreting Research on Nursing.

W De Caro1, L Mitello1, A R Marucci1

  • 1Roma/IT, University of Rome sapienza.

Studies in Health Technology and Informatics
|June 23, 2016
PubMed
Summary

Web data analysis reveals insights into nursing care. Text mining tools extract information on public perception, scientific activity, and visibility within healthcare discussions.

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Area of Science:

  • Digital Health
  • Health Informatics
  • Social Sciences

Background:

  • The digital age presents a massive volume of textual data, offering unprecedented opportunities for social and healthcare analysis.
  • Understanding societal phenomena, particularly in nursing and healthcare, can be enhanced through the statistical analysis of this information.

Purpose of the Study:

  • To outline a strategic approach for textual statistical analysis of web and journal data.
  • To extract valuable information concerning nursing care, sentiment, perception, scientific activities, and visibility.

Main Methods:

  • Utilizing web-based Text Mining applications (e.g., DTM, Wordle, Voyant Tools, Taltac 2.10, Treecloud).
  • Analyzing textual data from a major Italian newspaper ('Repubblica') and an Italian scientific nursing journal (2012-2014).

Main Results:

  • Demonstrated the potential of Text Mining tools for information extraction from large textual datasets.
  • Extracted data on sentiment, perception, scientific activities, and visibility related to nursing care.

Conclusions:

  • Textual statistical analysis offers a powerful method for understanding healthcare and nursing.
  • Web 2.0 tools facilitate the extraction of meaningful insights from diverse information sources.