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. 2025 Nov 3;27:e76296. doi: 10.2196/76296

Table 1. Summary of inclusion and exclusion criteriaa.

Variable Inclusion criteria Exclusion criteria
Population Human participants of any demographics and health conditions.
  • Studies without human participants (eg, simulations).

Intervention Studies that manipulated the communication competence of a nonembodied and unconstrained CAb in conversations about health-related topics.
  • CAs with physical or virtual embodiments (eg, embodied CAs, robots, or virtual avatars).

  • Constrained CAs that restrict user interaction to predefined options.

  • Studies applied CAs in nonhealth topics (eg, marketing and education).

  • Studies manipulated CAs’ features unrelated to communication competence, such as appearance, identity, and gender.

Comparison Studies with a control group using CAs with no or low levels of communication competence, or without a comparison (eg, pre-post design).
  • Studies that use standard care or other technologies that did not involve CAs.

Outcome Measure at least 1 outcome related to:
  • Evaluations of CA

  • Use of CA

  • Psychological outcomes

  • Health outcomes

  • Studies that report only technical performances of developed methods or algorithms.

Study design Experimental studies.
  • Reviews, qualitative studies, survey studies, or other nonempirical studies.

a

In addition to the PICOS criteria listed in the table, we had an additional eligibility criterion that studies needed to be complete research papers written in English and published in peer-reviewed journals, conference proceedings, dissertations, or theses. For meta-analysis, included studies needed to have a control group using the corresponding conversational agents with no or low levels of communication competence and reported sufficient information to calculate effect sizes.

b

CA: conversational agent.