Perla: A Conversational Agent for Depression Screening in Digital Ecosystems. Design, Implementation and Validation
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Abstract (arXiv)
Most depression assessment tools are based on self-report questionnaires, such as the Patient Health Questionnaire (PHQ-9). These psychometric instruments can be easily adapted to an online setting by means of electronic forms. However, this approach lacks the interacting and engaging features of modern digital environments. With the aim of making depression screening more available, attractive and effective, we developed Perla, a conversational agent able to perform an interview based on the PHQ-9. We also conducted a validation study in which we compared the results obtained by the traditional self-report questionnaire with Perla's automated interview. Analyzing the results from this study we draw two significant conclusions: firstly, Perla is much preferred by Internet users, achieving more than 2.5 times more reach than a traditional form-based questionnaire; secondly, her psychometric properties (Cronbach's alpha of 0.81, sensitivity of 96% and specificity of 90%) are excellent and comparable to the traditional well-established depression screening questionnaires.
Key facts. Cited by 5 papers in the map (data through 14 Oct 2026). First posted on arXiv 28 Aug 2020.
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Citing papers per year: 2022: 1; 2023: 0; 2024: 3; 2025: 1.
5 papers.
- 2022D4: a Chinese Dialogue Dataset for Depression-Diagnosis-Oriented Chatcited by 37
- 2024Towards Reliable and Empathetic Depression-Diagnosis-Oriented Chatscited by 3
- 2024Enhancing Depression-Diagnosis-Oriented Chat with Psychological State Trackingcited by 2
- 2025Development and Evaluation of HopeBot: an LLM-based chatbot for structured and interactive PHQ-9 depression screeningcited by 1
- 2024S'olo Esc'uchame: Spanish Emotional Accompaniment Chatbotcited by 0
- 2025Development and Evaluation of HopeBot: an LLM-based chatbot for structured and interactive PHQ-9 depression screening8 Jul 2025
- 2024S'olo Esc'uchame: Spanish Emotional Accompaniment Chatbot3 Aug 2024
- 2024Towards Reliable and Empathetic Depression-Diagnosis-Oriented Chats7 Apr 2024
- 2024Enhancing Depression-Diagnosis-Oriented Chat with Psychological State Tracking12 Mar 2024
- 2022D4: a Chinese Dialogue Dataset for Depression-Diagnosis-Oriented Chat24 May 2022