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Synapse
March 16, 2026Digital Health0 citationsOpen Access

Understanding anesthesia anxiety: A mixed-methods analysis of propofol discourse on reddit

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JBJames R. BurmeisterJJJohn K JungIZIsmail Zazay

Key Points

  • This study examines the emotional responses and themes related to propofol in online discussions, focusing on patient anxiety and provider perspectives.
  • Analyzed 921 Reddit posts referencing propofol using a mixed-methods approach.
  • Performed sentiment analysis with TextBlob and manual thematic coding.
  • Categorized posts by subreddit, sentiment, and topic.
  • Used descriptive statistics and correlation analyses to examine relationships between variables.
  • Half of the posts were neutral; 30% negative and 20% positive.
  • Negative sentiment was prevalent in patient-focused subreddits, while provider forums were more neutral.
  • Patients expressed more anxiety and confusion compared to providers, who focused on clinical and ethical issues.
  • Post length showed a weak correlation with negative sentiment.

Abstract

Objective Propofol is widely used in procedural sedation and general anesthesia, but often provokes anxiety among patients and some providers. This study investigates the emotional and thematic landscape of propofol-related discourse on Reddit, a major online health information platform. Methods We analyzed 921 publicly available Reddit posts referencing “propofol” and related sedation terms using a mixed-methods approach. Sentiment analysis was performed with TextBlob and complemented by manual thematic coding. Posts were categorized by subreddit, sentiment, and topic. Descriptive statistics and correlation analyses examined relationships between sentiment, word count, and subreddit type. Results Two coders achieved strong agreement (Cohen's κ = 0.82). Half of posts were neutral, whereas 30% were negative and 20% were positive. Negative sentiment was most common in patient-focused subreddits such as r/colonoscopy (38%), while provider forums like r/anesthesiology were more neutral or analytical. Among posts, 52% were patient-authored, 28% provider-authored, and 20% unclear. Patients more often expressed anxiety and confusion, while providers discussed clinical dilemmas and ethical issues. Higher word count was weakly correlated with more negative sentiment ( r = −0.19). Four thematic clusters emerged: clinical sedation and medication questions; provider professionalism and ethics; veterinary use and animal care; and exam stress or career anxiety. Conclusion Reddit reveals emotionally rich propofol discourse, spanning patient fears and provider uncertainties. Analysis using digital health frameworks such as affective publics and the Technology Acceptance Model highlights opportunities for improved patient communication, education, and digital tool design. Limitations include platform demographic bias and limited generalizability. These findings offer a methodological foundation and conceptual framework for future digital health research and sentiment-aware clinical tools.

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Cite This Study

Burmeister et al. (2026) studied this question.

synapsesocial.com/papers/69b79e968166e15b153ac1eehttps://doi.org/10.1177/20552076261434056
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