psychology3 papersavg year 2024quality 6/5weak 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 3 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 3 gap mentions across 3 papers via embedding cosine ≥ 0.62.

Research trend

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

Supporting evidence — 3 representative gaps

  • 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
  • Digital matrimonial markets structural mismatches and psychological distress among never married Pakistani aged 25-45: A mixed – methods test of the mismatch triad model (2026) · doi

    link NMFA. the [https://colab.research.google.com/drive/1EAXSNQXQDj6CcvLt-qaTDlJqmxk_apf_] chatbot provides an extra option for users to ask questions, engaging in interactive questions and answers, bilingual feature, references to study data, links to mental health resources, and an easy- to-use interface for both researchers and general public beyond the academic audience.

    Keywords: questions link nmfa https colab google drive eaxsnqxqdj ccvlt qatdljqmxk chatbot provides extra option users

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