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Analyzing Empowerment Processes Among Cancer Patients in an Online Community: A Text Mining Approach.

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Online support groups enhance patient empowerment. Text mining of forum data reveals specific linguistic cues correlate with empowerment processes in cancer patients, linking online participation intensity to psychological states.

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Area of Science:

  • Digital Health
  • Computational Social Science
  • Health Communication

Background:

  • Online peer-to-peer support groups offer significant empowerment opportunities for patients.
  • Previous research on online empowerment primarily utilized qualitative methods or questionnaires.
  • Large-scale analysis of online social support dynamics requires advanced methodologies.

Purpose of the Study:

  • To analyze empowerment processes within online peer-to-peer communication among cancer patients.
  • To apply text mining techniques for large-scale analysis of unsolicited online data.
  • To investigate the relationship between online participation, linguistic features, and empowerment.

Main Methods:

  • Analysis of 5534 messages from a cancer patient online forum.
  • Automatic labeling of posts for empowerment processes using trained text classifiers.
  • Utilized the Dutch version of the Linguistic Inquiry and Word Count (LIWC) for psychological process identification.

Main Results:

  • Automatic labeling achieved 85.6% precision.
  • Messages frequently included narratives (62.94%), questions (23.83%), and informational support (27.49%).
  • Higher user participation correlated with increased informational/emotional support and external source references, and fewer narratives.
  • LIWC categories related to assent and emotional processes predicted emotional support.
  • Differences in empowerment processes across cancer types were minimal.

Conclusions:

  • Empowerment processes in online cancer support forums are linked to the intensity of user participation.
  • Specific linguistic cues, identified through LIWC analysis, can indicate psychological processes related to empowerment.
  • Text mining offers a scalable method for studying online empowerment dynamics.