psychology4 papersavg year 2024quality 7/5weak evidence

Mental health chatbots could benefit in helping patients with anxiety and depression and provide valuable support to mental healthcare workers, particularly when resources are scarce.

Research gap analysis derived from 4 psychology papers in our local library.

The gap

Mental health chatbots could benefit in helping patients with anxiety and depression and provide valuable support to mental healthcare workers, particularly when resources are scarce.

Consensus across the literature

Clustered from 4 gap mentions across 4 papers via embedding cosine ≥ 0.62.

Research trend

Established — well-defined area with open sub-problems.

Supporting evidence — 4 representative gaps

  • A Phase-2 RCT of a Voice-based AI Coach for Depression and Anxiety (2026) · doi

    Moreover, most prior trials have evaluated text-based chatbot interactions, whereas voice-based AI approaches capable of supporting spoken exchanges resembling clinician-patient conversational interactions during therapy remain understudied.

    Keywords: based interactions prior trials evaluated text chatbot voice approaches capable supporting spoken exchanges resembling clinician
  • When a Chatbot Disappoints You: Expectancy Violation in Human-Chatbot Interaction in a Social Support Context (2024) · doi

    Although users’ expectations of a chatbot’s performance could greatly shape their interaction experience, they have been underexplored in the context of social support where chatbots are gaining popularity.

    Keywords: users expectations chatbot performance greatly shape interaction experience underexplored context social support chatbots gaining popularity
  • Development of a chatbot for depression: adolescent perceptions and recommendations (2022) · doi

    BACKGROUND: Chatbots are a relatively new technology that has shown promising outcomes for mental health symptoms in adults; however, few studies have been done with adolescents or reported adolescent user experiences and recommendations for chatbot development.

    Keywords: background chatbots relatively technology promising outcomes mental health symptoms adults done adolescents reported adolescent user
  • Chatbot features for anxiety and depression: A scoping review (2023) · doi

    Mental health chatbots could benefit in helping patients with anxiety and depression and provide valuable support to mental healthcare workers, particularly when resources are scarce.

    Keywords: mental health chatbots benefit helping patients anxiety depression provide valuable support healthcare workers particularly resources

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