AI Systems in Text-Based Online Counselling: Ethical Considerations Across Three Implementation Approaches
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Abstract (arXiv)
Text-based online counselling scales across geographical and stigma barriers, yet faces practitioner shortages, lacks non-verbal cues and suffers inconsistent quality assurance. Whilst artificial intelligence offers promising solutions, its use in mental health counselling raises distinct ethical challenges. This paper analyses three AI implementation approaches - autonomous counsellor bots, AI training simulators and counsellor-facing augmentation tools. Drawing on professional codes, regulatory frameworks and scholarly literature, we identify four ethical principles - privacy, fairness, autonomy and accountability - and demonstrate their distinct manifestations across implementation approaches. Textual constraints may enable AI integration whilst requiring attention to implementation-specific hazards. This conceptual paper sensitises developers, researchers and practitioners to navigate AI-enhanced counselling ethics whilst preserving human values central to mental health support.
Key facts. Cited by 4 papers in the map (data through 14 Oct 2026). First posted on arXiv 12 Jan 2026.
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Citing papers per year: 2026: 4.
4 papers.
- 2026Transition-Matrix Regularization for Next Dialogue Act Prediction in Counselling Conversationscited by 1
- 2026N"urnberg NLP @ GermEval Shared Task 2026: Harmful Content Detection in German Social Media through Error-Independent LLM Voterscited by 1
- 2026GEMCo: A Validated, Ethically Releasable Proxy for Inaccessible Counselling Datacited by 0
- 2026N"urnberg NLP at ChildSafeAds 2026: Structurally Dissimilar Voter Ensembles under Four Levels of Data Accesscited by 0
- 2026N"urnberg NLP at ChildSafeAds 2026: Structurally Dissimilar Voter Ensembles under Four Levels of Data Access28 Sep 2026
- 2026N"urnberg NLP @ GermEval Shared Task 2026: Harmful Content Detection in German Social Media through Error-Independent LLM Voters23 Aug 2026
- 2026GEMCo: A Validated, Ethically Releasable Proxy for Inaccessible Counselling Data26 Jul 2026
- 2026Transition-Matrix Regularization for Next Dialogue Act Prediction in Counselling Conversations20 Apr 2026