Understanding patient feedback on online doctor review platforms: Divergent topics, sentiments, and service needs by disease risk level - Scorecard - MDSpire
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Analyzing Patient Perspectives on Digital Doctor Review Platforms: Varied Topics, Emotions, and Service Requirements Based on Disease Risk Levels

  • By

  • Jingwen Ma

  • Ruojia Wang

  • Keming Fan

  • Rui Lian

  • August 22, 2026

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Clinical Scorecard: Analyzing Patient Perspectives on Digital Doctor Review Platforms: Varied Topics, Emotions, and Service Requirements Based on Disease Risk Levels

At a Glance

CategoryDetail
ConditionPatient Satisfaction in Online Healthcare Platforms
Key MechanismsAnalysis of Online Doctor Reviews (ODRs) using AI-driven analytics, including sentiment analysis and topic modeling.
Target PopulationPatients utilizing online healthcare platforms across varying disease risk levels.
Care SettingTelemedicine interactions in online healthcare services.

Key Highlights

  • Patients at different disease risk levels have distinct expectations and needs.
  • Online doctor reviews provide insights into patient satisfaction and service quality.
  • Research indicates heterogeneity in factors affecting patient satisfaction based on disease risk.
  • The study proposes an integrated analytical framework for assessing patient satisfaction.
  • Empirical evidence from Chinese ODRs contributes to understanding patient needs in a non-Western context.

Guideline-Based Recommendations

Diagnosis

  • Stratify patient feedback according to disease risk to optimize service delivery.

Management

  • Utilize AI-driven analytics to assess patient satisfaction and service needs.

Monitoring & Follow-up

  • Regularly analyze ODRs to identify trends in patient sentiment and satisfaction.

Risks

  • Failure to consider disease risk may lead to reduced patient satisfaction and ineffective service delivery.

Patient & Prescribing Data

Patients using online healthcare platforms in China.

Understanding patient needs and satisfaction determinants can enhance service quality.

Clinical Best Practices

  • Incorporate patient feedback into service optimization strategies.
  • Employ data-driven approaches to analyze patient satisfaction across disease categories.
  • Facilitate personalized care based on identified patient needs.

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