How Useful is ChatGPT at Evaluating Public Health Queries for Patients?
BACKGROUND AND PURPOSE:
- Ayers et al. (JAMA Netw Open, 2023) evaluated ChatGPT responses to public health questions from the non-professional community
METHODS:
- Cross-sectional study
- Questions
- 23 questions in 4 categories
- Addiction | Interpersonal violence | Mental health | Physical Health
- Questions used a common help-seeking structure
- 23 questions in 4 categories
- Response evaluation criteria (performed by two authors, independently)
- Was the question responded to?
- Was the response evidence-based?
- Did the response refer the user to an appropriate resource?
- Study design
- Interrater reliability was measured
- The percentage corresponding to each outcome (overall and among categories) was calculated
- The number of words in ChatGPT responses and its reading level were assessed using the Automated Readability Index
RESULTS:
- Median ChatGPT response length: 225 (IQR, 183 to 274) words
- Mode reading level: 9th grade to 16th grade
- ChatGPT recognized and responded to all 23 questions in 4 public health domains
- Responses determined to be evidence based: 91% (95% CI, 71 to 98)
- Responses that made referrals to specific resources: 22% (95% CI, 8 to 44)
- Addiction: 2 of 14 queries
- Interpersonal violence: 2 of 3 queries
- Mental health: 1 of 3 queries
- Physical health: 0 of 3 queries
CONCLUSION:
- The advice ChatGPT provided to public health queries was generally evidence-based but infrequently provided referrals to specific resources
- The authors state
Limitations of this study include relying on an abridged sample of questions whose standardized language may not reflect how the public would seek help (ie, asking follow-up questions)
Additionally, ChatGPT responses are probabilistic and in constant stages of refinement; hence, they may vary across users and over time
Learn More – Primary Sources:
Evaluating Artificial Intelligence Responses to Public Health Questions
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